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<h1> Topic Keywords Case Study
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Thu 30 January 2014
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<p>I present a case study on a corpus of 10,000 news articles. We will investigate the topic structure of the corpus, by gradually “freezing” the topics through specifying their keywords, and seeing what other topics come up. The process shows how you can extract useful topics from your corpus, such that these topics would provide a meaningful basis for topic detection in future articles.</p>
<div class="highlight"><pre><span></span><code><span class="err">-------------------------------------------------------------------</span>
<span class="c1">#: 0008 P: .0449 protests</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="nf">.0374</span> <span class="no">police</span> <span class="no">.0353</span> <span class="no">protesters</span> <span class="no">.0180</span> <span class="no">killed</span> <span class="no">.0155</span> <span class="no">charged</span>
<span class="nf">.0148</span> <span class="no">government</span> <span class="no">.0116</span> <span class="no">ukraine</span> <span class="no">.0112</span> <span class="no">man</span> <span class="no">.0110</span> <span class="no">clashes</span>
<span class="nf">.0110</span> <span class="no">officer</span> <span class="no">.0108</span> <span class="no">anti</span> <span class="no">.0096</span> <span class="no">kiev</span> <span class="no">.0090</span> <span class="no">street</span>
</code></pre></div>
<p>Limitations: 10,000 new articles represent approximately only 2 days of news from 400 top world newspapers and blogs. Therefore, the topic structure will be highly biased to the events reported during this period. Also, I will only use 250 Gibbs sampling iterations after burn in to infer the topics.</p>
<p>The details of the configuration parameters are provided in the <code>README</code> file of the of <code>akuz-java-nlp-run-lda</code> package from the <code>akuz-java</code> library. Please see the <a href="https://akuz.me/pages/software.html">software</a> page for more details.</p>
<p>First, we run <code>akuz-java-nlp-run-lda.sh</code> with the following topics config:</p>
<div class="highlight"><pre><span></span><code><span class="err">[</span>
<span class="err"> {</span>
<span class="err"> "id": "noise",</span>
<span class="err"> "proportion": 0.5</span>
<span class="err"> },</span>
<span class="err"> {</span>
<span class="err"> "id" : "other",</span>
<span class="err"> "count": 20,</span>
<span class="err"> "proportion": 0.025</span>
<span class="err"> }</span>
<span class="err">]</span>
</code></pre></div>
<p>With this config, we specify that we want to extract one topic with a very high proportion, in order to extract a topic that would cover a lot of frequent words, which are not stop words. We assign smaller proportions to other 20 topics, so they would capture less wide spread topics (both across the documents and words).</p>
<p>Here are the top words for the first "noise" topic:</p>
<div class="highlight"><pre><span></span><code><span class="err">-------------------------------------------------------------------</span>
<span class="c1">#: 0001 P: .2065 noise</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="nf">.0060</span> <span class="no">people</span> <span class="no">.0048</span> <span class="no">work</span> <span class="no">.0043</span> <span class="no">story</span> <span class="no">.0034</span> <span class="no">good</span>
<span class="nf">.0032</span> <span class="no">start</span> <span class="no">.0031</span> <span class="no">change</span> <span class="no">.0030</span> <span class="no">long</span> <span class="no">.0029</span> <span class="no">made</span>
<span class="nf">.0029</span> <span class="no">think</span> <span class="no">.0027</span> <span class="no">right</span> <span class="no">.0027</span> <span class="no">very</span> <span class="no">.0027</span> <span class="no">business</span>
<span class="nf">.0027</span> <span class="no">find</span> <span class="no">.0024</span> <span class="no">best</span> <span class="no">.0023</span> <span class="no">place</span> <span class="no">.0022</span> <span class="no">help</span>
<span class="nf">.0022</span> <span class="no">life</span> <span class="no">.0022</span> <span class="no">might</span> <span class="no">.0021</span> <span class="no">part</span> <span class="no">.0021</span> <span class="no">called</span>
<span class="nf">.0021</span> <span class="no">past</span> <span class="no">.0019</span> <span class="no">question</span> <span class="no">.0019</span> <span class="no">success</span> <span class="no">.0018</span> <span class="no">person</span>
<span class="nf">.0018</span> <span class="no">name</span> <span class="no">.0018</span> <span class="no">turned</span> <span class="no">.0018</span> <span class="no">believe</span> <span class="no">.0017</span> <span class="no">big</span>
<span class="nf">.0017</span> <span class="no">ago</span> <span class="no">.0017</span> <span class="no">power</span> <span class="no">.0017</span> <span class="no">watch</span> <span class="no">.0017</span> <span class="no">article</span>
<span class="nf">.0017</span> <span class="no">different</span> <span class="no">.0017</span> <span class="no">means</span> <span class="no">.0016</span> <span class="no">book</span> <span class="no">.0016</span> <span class="no">better</span>
<span class="nf">.0016</span> <span class="no">play</span> <span class="no">.0016</span> <span class="no">run</span> <span class="no">.0016</span> <span class="no">old</span> <span class="no">.0016</span> <span class="no">brand</span>
<span class="nf">.0016</span> <span class="no">real</span> <span class="no">.0016</span> <span class="no">general</span> <span class="no">.0016</span> <span class="no">great</span> <span class="no">.0015</span> <span class="no">actually</span>
<span class="nf">.0015</span> <span class="no">continue</span> <span class="no">.0015</span> <span class="no">each</span> <span class="no">.0015</span> <span class="no">problem</span> <span class="no">.0015</span> <span class="no">money</span>
<span class="nf">.0015</span> <span class="no">hand</span> <span class="no">.0015</span> <span class="no">feel</span> <span class="no">.0015</span> <span class="no">let</span> <span class="no">.0014</span> <span class="no">created</span>
<span class="nf">.0014</span> <span class="no">conversati</span> <span class="no">.0014</span> <span class="no">important</span> <span class="no">.0014</span> <span class="no">fact</span> <span class="no">.0014</span> <span class="no">less</span>
<span class="nf">.0014</span> <span class="no">something</span> <span class="no">.0014</span> <span class="no">open</span> <span class="no">.0013</span> <span class="no">point</span> <span class="no">.0013</span> <span class="no">list</span>
<span class="nf">.0013</span> <span class="no">city</span> <span class="no">.0013</span> <span class="no">lot</span> <span class="no">.0013</span> <span class="no">often</span> <span class="no">.0013</span> <span class="no">reason</span>
<span class="nf">.0013</span> <span class="no">enough</span> <span class="no">.0013</span> <span class="no">explains</span> <span class="no">.0013</span> <span class="no">love</span> <span class="no">.0013</span> <span class="no">little</span>
<span class="nf">.0013</span> <span class="no">number</span> <span class="no">.0013</span> <span class="no">bring</span> <span class="no">.0012</span> <span class="no">known</span> <span class="no">.0012</span> <span class="no">idea</span>
<span class="nf">.0012</span> <span class="no">never</span> <span class="no">.0012</span> <span class="no">critical</span> <span class="no">.0012</span> <span class="no">without</span> <span class="no">.0012</span> <span class="no">trying</span>
<span class="nf">.0012</span> <span class="no">interest</span> <span class="no">.0012</span> <span class="no">hard</span> <span class="no">.0012</span> <span class="no">keep</span> <span class="no">.0012</span> <span class="no">history</span>
<span class="nf">.0012</span> <span class="no">tell</span> <span class="no">.0012</span> <span class="no">effect</span> <span class="no">.0012</span> <span class="no">bad</span> <span class="no">.0012</span> <span class="no">same</span>
<span class="nf">.0011</span> <span class="no">american</span> <span class="no">.0011</span> <span class="no">stop</span> <span class="no">.0011</span> <span class="no">possible</span> <span class="no">.0011</span> <span class="no">view</span>
<span class="nf">.0011</span> <span class="no">almost</span> <span class="no">.0011</span> <span class="no">review</span> <span class="no">.0011</span> <span class="no">final</span> <span class="no">.0011</span> <span class="no">happened</span>
<span class="nf">.0011</span> <span class="no">given</span> <span class="no">.0011</span> <span class="no">head</span> <span class="no">.0011</span> <span class="no">complete</span> <span class="no">.0011</span> <span class="no">decades</span>
<span class="nf">.0011</span> <span class="no">always</span> <span class="no">.0011</span> <span class="no">age</span> <span class="no">.0010</span> <span class="no">told</span> <span class="no">.0010</span> <span class="no">leading</span>
</code></pre></div>
<p>As you can see, this topic is very generic, as expected. On average, about 20% of all corpus words were allocated to this topic during sampling.</p>
<p>Let us now have a look at some of the other topics:</p>
<div class="highlight"><pre><span></span><code><span class="err">-------------------------------------------------------------------</span>
<span class="c1">#: 0002 P: .0306 other_1</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="nf">.0190</span> <span class="no">health</span> <span class="no">.0166</span> <span class="no">obama</span> <span class="no">.0140</span> <span class="no">state</span> <span class="no">.0134</span> <span class="no">christie</span>
<span class="nf">.0130</span> <span class="no">president</span> <span class="no">.0101</span> <span class="no">care</span> <span class="no">.0092</span> <span class="no">chris</span> <span class="no">.0086</span> <span class="no">election</span>
<span class="nf">.0086</span> <span class="no">governor</span> <span class="no">.0082</span> <span class="no">public</span> <span class="no">.0080</span> <span class="no">article</span> <span class="no">.0072</span> <span class="no">law</span>
<span class="nf">.0067</span> <span class="no">political</span> <span class="no">.0066</span> <span class="no">republican</span> <span class="no">.0066</span> <span class="no">run</span> <span class="no">.0065</span> <span class="no">administra</span>
<span class="nf">.0063</span> <span class="no">jersey</span> <span class="no">.0063</span> <span class="no">part</span> <span class="no">.0062</span> <span class="no">house</span> <span class="no">.0060</span> <span class="no">insurance</span>
<span class="nf">.0060</span> <span class="no">bill</span> <span class="no">.0060</span> <span class="no">doctors</span> <span class="no">.0058</span> <span class="no">gov</span> <span class="no">.0054</span> <span class="no">government</span>
<span class="nf">.0053</span> <span class="no">plans</span> <span class="no">.0053</span> <span class="no">david</span> <span class="no">.0053</span> <span class="no">american</span> <span class="no">.0052</span> <span class="no">patients</span>
<span class="nf">.0051</span> <span class="no">california</span> <span class="no">.0051</span> <span class="no">vote</span> <span class="no">.0046</span> <span class="no">scandal</span> <span class="no">.0045</span> <span class="no">term</span>
<span class="nf">.0044</span> <span class="no">washington</span> <span class="no">.0042</span> <span class="no">speech</span> <span class="no">.0042</span> <span class="no">reform</span> <span class="no">.0042</span> <span class="no">change</span>
<span class="nf">.0042</span> <span class="no">abortion</span> <span class="no">.0041</span> <span class="no">poll</span> <span class="no">.0040</span> <span class="no">democrats</span> <span class="no">.0038</span> <span class="no">fix</span>
<span class="nf">.0038</span> <span class="no">senate</span> <span class="no">.0037</span> <span class="no">former</span> <span class="no">.0036</span> <span class="no">commission</span> <span class="no">.0036</span> <span class="no">legislatio</span>
<span class="nf">.0036</span> <span class="no">party</span> <span class="no">.0036</span> <span class="no">inaugurati</span> <span class="no">.0034</span> <span class="no">beckham</span> <span class="no">.0034</span> <span class="no">members</span>
<span class="nf">.0034</span> <span class="no">coverage</span> <span class="no">.0033</span> <span class="no">u.s.</span> <span class="no">.0033</span> <span class="no">address</span> <span class="no">.0033</span> <span class="no">presidenti</span>
<span class="nf">.0033</span> <span class="no">national</span> <span class="no">.0032</span> <span class="no">gym</span> <span class="no">.0032</span> <span class="no">reuters</span> <span class="no">.0032</span> <span class="no">healthcare</span>
<span class="nf">.0031</span> <span class="no">medical</span> <span class="no">.0031</span> <span class="no">campaign</span> <span class="no">.0031</span> <span class="no">official</span> <span class="no">.0030</span> <span class="no">nhs</span>
<span class="nf">.0029</span> <span class="no">voters</span> <span class="no">.0029</span> <span class="no">launch</span> <span class="no">.0029</span> <span class="no">associatio</span> <span class="no">.0028</span> <span class="no">barack</span>
<span class="nf">.0028</span> <span class="no">support</span> <span class="no">.0028</span> <span class="no">white</span> <span class="no">.0028</span> <span class="no">obamacare</span> <span class="no">.0027</span> <span class="no">hospital</span>
<span class="nf">.0027</span> <span class="no">trump</span> <span class="no">.0026</span> <span class="no">stop</span> <span class="no">.0025</span> <span class="no">long</span> <span class="no">.0025</span> <span class="no">head</span>
<span class="nf">.0025</span> <span class="no">girl</span> <span class="no">.0024</span> <span class="no">candidate</span> <span class="no">.0024</span> <span class="no">sports</span> <span class="no">.0024</span> <span class="no">expected</span>
<span class="nf">.0024</span> <span class="no">schwarzene</span> <span class="no">.0024</span> <span class="no">cuomo</span> <span class="no">.0024</span> <span class="no">requires</span> <span class="no">.0024</span> <span class="no">approval</span>
<span class="nf">.0023</span> <span class="no">arnold</span> <span class="no">.0023</span> <span class="no">george</span> <span class="no">.0023</span> <span class="no">congress</span> <span class="no">.0023</span> <span class="no">think</span>
<span class="nf">.0023</span> <span class="no">joined</span> <span class="no">.0023</span> <span class="no">lead</span> <span class="no">.0022</span> <span class="no">target</span> <span class="no">.0022</span> <span class="no">balloon</span>
<span class="nf">.0022</span> <span class="no">sen</span> <span class="no">.0022</span> <span class="no">parliament</span> <span class="no">.0021</span> <span class="no">victoria</span> <span class="no">.0021</span> <span class="no">workers</span>
<span class="nf">.0021</span> <span class="no">union</span> <span class="no">.0021</span> <span class="no">budget</span> <span class="no">.0020</span> <span class="no">report</span> <span class="no">.0020</span> <span class="no">measure</span>
<span class="nf">.0020</span> <span class="no">york</span> <span class="no">.0020</span> <span class="no">seeking</span> <span class="no">.0020</span> <span class="no">race</span> <span class="no">.0020</span> <span class="no">lawmakers</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="c1">#: 0003 P: .0352 other_2</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="nf">.0379</span> <span class="no">protesters</span> <span class="no">.0217</span> <span class="no">police</span> <span class="no">.0174</span> <span class="no">government</span> <span class="no">.0158</span> <span class="no">killed</span>
<span class="nf">.0146</span> <span class="no">ukraine</span> <span class="no">.0120</span> <span class="no">kiev</span> <span class="no">.0119</span> <span class="no">minister</span> <span class="no">.0114</span> <span class="no">emergency</span>
<span class="nf">.0096</span> <span class="no">state</span> <span class="no">.0093</span> <span class="no">people</span> <span class="no">.0089</span> <span class="no">clashes</span> <span class="no">.0084</span> <span class="no">capital</span>
<span class="nf">.0081</span> <span class="no">anti</span> <span class="no">.0074</span> <span class="no">leader</span> <span class="no">.0072</span> <span class="no">violence</span> <span class="no">.0071</span> <span class="no">president</span>
<span class="nf">.0069</span> <span class="no">officials</span> <span class="no">.0067</span> <span class="no">prime</span> <span class="no">.0065</span> <span class="no">ukrainian</span> <span class="no">.0064</span> <span class="no">country</span>
<span class="nf">.0062</span> <span class="no">laws</span> <span class="no">.0061</span> <span class="no">attacks</span> <span class="no">.0060</span> <span class="no">pakistan</span> <span class="no">.0059</span> <span class="no">bomb</span>
<span class="nf">.0053</span> <span class="no">demonstrat</span> <span class="no">.0053</span> <span class="no">european</span> <span class="no">.0051</span> <span class="no">dead</span> <span class="no">.0050</span> <span class="no">reuters</span>
<span class="nf">.0050</span> <span class="no">streets</span> <span class="no">.0050</span> <span class="no">declared</span> <span class="no">.0049</span> <span class="no">force</span> <span class="no">.0047</span> <span class="no">central</span>
<span class="nf">.0046</span> <span class="no">india</span> <span class="no">.0046</span> <span class="no">political</span> <span class="no">.0046</span> <span class="no">shot</span> <span class="no">.0044</span> <span class="no">union</span>
<span class="nf">.0043</span> <span class="no">against</span> <span class="no">.0041</span> <span class="no">thailand</span> <span class="no">.0040</span> <span class="no">city</span> <span class="no">.0040</span> <span class="no">opposition</span>
<span class="nf">.0040</span> <span class="no">bangkok</span> <span class="no">.0039</span> <span class="no">riot</span> <span class="no">.0039</span> <span class="no">control</span> <span class="no">.0039</span> <span class="no">died</span>
<span class="nf">.0038</span> <span class="no">eu</span> <span class="no">.0037</span> <span class="no">group</span> <span class="no">.0037</span> <span class="no">russia</span> <span class="no">.0036</span> <span class="no">officers</span>
<span class="nf">.0035</span> <span class="no">republic</span> <span class="no">.0035</span> <span class="no">mass</span> <span class="no">.0034</span> <span class="no">delhi</span> <span class="no">.0032</span> <span class="no">arms</span>
<span class="nf">.0032</span> <span class="no">african</span> <span class="no">.0031</span> <span class="no">amid</span> <span class="no">.0031</span> <span class="no">escalating</span> <span class="no">.0030</span> <span class="no">gay</span>
<span class="nf">.0029</span> <span class="no">thai</span> <span class="no">.0029</span> <span class="no">spanish</span> <span class="no">.0029</span> <span class="no">reported</span> <span class="no">.0029</span> <span class="no">viktor</span>
<span class="nf">.0029</span> <span class="no">violent</span> <span class="no">.0028</span> <span class="no">parliament</span> <span class="no">.0028</span> <span class="no">face</span> <span class="no">.0028</span> <span class="no">power</span>
<span class="nf">.0028</span> <span class="no">activists</span> <span class="no">.0028</span> <span class="no">crisis</span> <span class="no">.0027</span> <span class="no">warning</span> <span class="no">.0027</span> <span class="no">authoritie</span>
<span class="nf">.0027</span> <span class="no">brussels</span> <span class="no">.0027</span> <span class="no">wounded</span> <span class="no">.0027</span> <span class="no">demands</span> <span class="no">.0026</span> <span class="no">car</span>
<span class="nf">.0026</span> <span class="no">area</span> <span class="no">.0025</span> <span class="no">national</span> <span class="no">.0025</span> <span class="no">fight</span> <span class="no">.0025</span> <span class="no">imposed</span>
<span class="nf">.0025</span> <span class="no">text</span> <span class="no">.0024</span> <span class="no">indian</span> <span class="no">.0024</span> <span class="no">pro</span> <span class="no">.0024</span> <span class="no">video</span>
<span class="nf">.0024</span> <span class="no">hit</span> <span class="no">.0024</span> <span class="no">message</span> <span class="no">.0022</span> <span class="no">movement</span> <span class="no">.0022</span> <span class="no">injured</span>
<span class="nf">.0022</span> <span class="no">local</span> <span class="no">.0022</span> <span class="no">militants</span> <span class="no">.0022</span> <span class="no">told</span> <span class="no">.0022</span> <span class="no">senior</span>
<span class="nf">.0022</span> <span class="no">sent</span> <span class="no">.0022</span> <span class="no">fears</span> <span class="no">.0022</span> <span class="no">ministry</span> <span class="no">.0021</span> <span class="no">turkey</span>
<span class="nf">.0021</span> <span class="no">chief</span> <span class="no">.0021</span> <span class="no">response</span> <span class="no">.0021</span> <span class="no">province</span> <span class="no">.0020</span> <span class="no">pakistani</span>
<span class="nf">.0020</span> <span class="no">members</span> <span class="no">.0020</span> <span class="no">security</span> <span class="no">.0020</span> <span class="no">target</span> <span class="no">.0019</span> <span class="no">attempt</span>
</code></pre></div>
<p>You can see the complete list of topics <a href="https://akuz.me/txt/topics_1.txt">here</a>.</p>
<p>We can now see that we would perhaps with to detect some of these topics in the future articles, so we need to infer more relevant words, independent from other topics. Let’s specify topics configuration for the next attempt as follows:</p>
<div class="highlight"><pre><span></span><code><span class="err">[</span>
<span class="err"> {</span>
<span class="err"> "id": "noise",</span>
<span class="err"> "proportion": 0.5</span>
<span class="err"> },</span>
<span class="err"> {</span>
<span class="err"> "id" : "us_gov",</span>
<span class="err"> "proportion": 0.025,</span>
<span class="err"> "priorityWords": [</span>
<span class="err"> "government",</span>
<span class="err"> "obama",</span>
<span class="err"> "state",</span>
<span class="err"> "president",</span>
<span class="err"> "republican",</span>
<span class="err"> "democrat",</span>
<span class="err"> "senate",</span>
<span class="err"> "party"</span>
<span class="err"> ]</span>
<span class="err"> },</span>
<span class="err"> {</span>
<span class="err"> "id" : "protests",</span>
<span class="err"> "proportion": 0.025,</span>
<span class="err"> "priorityWords": [</span>
<span class="err"> "government",</span>
<span class="err"> "protest",</span>
<span class="err"> "police",</span>
<span class="err"> "clashes",</span>
<span class="err"> "anti",</span>
<span class="err"> "streets"</span>
<span class="err"> ]</span>
<span class="err"> },</span>
<span class="err"> {</span>
<span class="err"> "id" : "other",</span>
<span class="err"> "count": 18,</span>
<span class="err"> "proportion": 0.025</span>
<span class="err"> }</span>
<span class="err">]</span>
</code></pre></div>
<p>Here are the first few topics from this run:</p>
<div class="highlight"><pre><span></span><code><span class="err">-------------------------------------------------------------------</span>
<span class="c1">#: 0001 P: .2081 noise</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="nf">.0062</span> <span class="no">people</span> <span class="no">.0058</span> <span class="no">work</span> <span class="no">.0036</span> <span class="no">story</span> <span class="no">.0033</span> <span class="no">think</span>
<span class="nf">.0032</span> <span class="no">good</span> <span class="no">.0032</span> <span class="no">start</span> <span class="no">.0031</span> <span class="no">long</span> <span class="no">.0030</span> <span class="no">change</span>
<span class="nf">.0029</span> <span class="no">made</span> <span class="no">.0027</span> <span class="no">business</span> <span class="no">.0026</span> <span class="no">find</span> <span class="no">.0024</span> <span class="no">very</span>
<span class="nf">.0023</span> <span class="no">right</span> <span class="no">.0022</span> <span class="no">life</span> <span class="no">.0022</span> <span class="no">help</span> <span class="no">.0022</span> <span class="no">best</span>
<span class="nf">.0021</span> <span class="no">part</span> <span class="no">.0021</span> <span class="no">might</span> <span class="no">.0021</span> <span class="no">job</span> <span class="no">.0021</span> <span class="no">question</span>
<span class="nf">.0021</span> <span class="no">place</span> <span class="no">.0020</span> <span class="no">run</span> <span class="no">.0020</span> <span class="no">turned</span> <span class="no">.0019</span> <span class="no">less</span>
<span class="nf">.0019</span> <span class="no">past</span> <span class="no">.0019</span> <span class="no">money</span> <span class="no">.0018</span> <span class="no">person</span> <span class="no">.0018</span> <span class="no">watch</span>
<span class="nf">.0017</span> <span class="no">called</span> <span class="no">.0017</span> <span class="no">ago</span> <span class="no">.0017</span> <span class="no">hand</span> <span class="no">.0017</span> <span class="no">success</span>
<span class="nf">.0017</span> <span class="no">let</span> <span class="no">.0017</span> <span class="no">different</span> <span class="no">.0016</span> <span class="no">believe</span> <span class="no">.0016</span> <span class="no">means</span>
<span class="nf">.0016</span> <span class="no">better</span> <span class="no">.0016</span> <span class="no">each</span> <span class="no">.0016</span> <span class="no">big</span> <span class="no">.0016</span> <span class="no">created</span>
<span class="nf">.0016</span> <span class="no">great</span> <span class="no">.0015</span> <span class="no">book</span> <span class="no">.0015</span> <span class="no">actually</span> <span class="no">.0015</span> <span class="no">article</span>
<span class="nf">.0015</span> <span class="no">continue</span> <span class="no">.0015</span> <span class="no">lot</span> <span class="no">.0014</span> <span class="no">problem</span> <span class="no">.0014</span> <span class="no">something</span>
<span class="nf">.0014</span> <span class="no">open</span> <span class="no">.0014</span> <span class="no">feel</span> <span class="no">.0014</span> <span class="no">old</span> <span class="no">.0014</span> <span class="no">power</span>
<span class="nf">.0014</span> <span class="no">important</span> <span class="no">.0014</span> <span class="no">same</span> <span class="no">.0014</span> <span class="no">little</span> <span class="no">.0014</span> <span class="no">age</span>
<span class="nf">.0014</span> <span class="no">never</span> <span class="no">.0014</span> <span class="no">name</span> <span class="no">.0013</span> <span class="no">known</span> <span class="no">.0013</span> <span class="no">brand</span>
<span class="nf">.0013</span> <span class="no">history</span> <span class="no">.0013</span> <span class="no">without</span> <span class="no">.0013</span> <span class="no">possible</span> <span class="no">.0013</span> <span class="no">conversati</span>
<span class="nf">.0013</span> <span class="no">fact</span> <span class="no">.0013</span> <span class="no">explains</span> <span class="no">.0013</span> <span class="no">often</span> <span class="no">.0013</span> <span class="no">point</span>
<span class="nf">.0013</span> <span class="no">reason</span> <span class="no">.0013</span> <span class="no">idea</span> <span class="no">.0013</span> <span class="no">play</span> <span class="no">.0013</span> <span class="no">almost</span>
<span class="nf">.0013</span> <span class="no">told</span> <span class="no">.0012</span> <span class="no">happened</span> <span class="no">.0012</span> <span class="no">hard</span> <span class="no">.0012</span> <span class="no">bring</span>
<span class="nf">.0012</span> <span class="no">bad</span> <span class="no">.0012</span> <span class="no">view</span> <span class="no">.0012</span> <span class="no">course</span> <span class="no">.0012</span> <span class="no">trying</span>
<span class="nf">.0012</span> <span class="no">critical</span> <span class="no">.0012</span> <span class="no">head</span> <span class="no">.0012</span> <span class="no">interest</span> <span class="no">.0012</span> <span class="no">generation</span>
<span class="nf">.0011</span> <span class="no">real</span> <span class="no">.0011</span> <span class="no">enough</span> <span class="no">.0011</span> <span class="no">number</span> <span class="no">.0011</span> <span class="no">hours</span>
<span class="nf">.0011</span> <span class="no">effect</span> <span class="no">.0011</span> <span class="no">hope</span> <span class="no">.0011</span> <span class="no">response</span> <span class="no">.0011</span> <span class="no">list</span>
<span class="nf">.0010</span> <span class="no">model</span> <span class="no">.0010</span> <span class="no">tell</span> <span class="no">.0010</span> <span class="no">always</span> <span class="no">.0010</span> <span class="no">events</span>
<span class="nf">.0010</span> <span class="no">keep</span> <span class="no">.0010</span> <span class="no">friends</span> <span class="no">.0010</span> <span class="no">stop</span> <span class="no">.0010</span> <span class="no">whether</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="c1">#: 0002 P: .0591 us_gov</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="nf">.0161</span> <span class="no">party</span> <span class="no">.0158</span> <span class="no">syria</span> <span class="no">.0157</span> <span class="no">president</span> <span class="no">.0127</span> <span class="no">government</span>
<span class="nf">.0116</span> <span class="no">davos</span> <span class="no">.0115</span> <span class="no">minister</span> <span class="no">.0112</span> <span class="no">syrian</span> <span class="no">.0108</span> <span class="no">peace</span>
<span class="nf">.0108</span> <span class="no">state</span> <span class="no">.0095</span> <span class="no">olympics</span> <span class="no">.0091</span> <span class="no">leaders</span> <span class="no">.0091</span> <span class="no">political</span>
<span class="nf">.0084</span> <span class="no">obama</span> <span class="no">.0077</span> <span class="no">war</span> <span class="no">.0071</span> <span class="no">sochi</span> <span class="no">.0071</span> <span class="no">pope</span>
<span class="nf">.0071</span> <span class="no">democrats</span> <span class="no">.0063</span> <span class="no">christie</span> <span class="no">.0062</span> <span class="no">country</span> <span class="no">.0062</span> <span class="no">republican</span>
<span class="nf">.0061</span> <span class="no">governor</span> <span class="no">.0061</span> <span class="no">economic</span> <span class="no">.0060</span> <span class="no">lord</span> <span class="no">.0057</span> <span class="no">switzerlan</span>
<span class="nf">.0057</span> <span class="no">meeting</span> <span class="no">.0057</span> <span class="no">forum</span> <span class="no">.0057</span> <span class="no">prime</span> <span class="no">.0056</span> <span class="no">assad</span>
<span class="nf">.0051</span> <span class="no">election</span> <span class="no">.0051</span> <span class="no">secretary</span> <span class="no">.0050</span> <span class="no">called</span> <span class="no">.0050</span> <span class="no">opposition</span>
<span class="nf">.0048</span> <span class="no">rennard</span> <span class="no">.0048</span> <span class="no">former</span> <span class="no">.0046</span> <span class="no">russia</span> <span class="no">.0045</span> <span class="no">european</span>
<span class="nf">.0045</span> <span class="no">francis</span> <span class="no">.0045</span> <span class="no">russian</span> <span class="no">.0045</span> <span class="no">clegg</span> <span class="no">.0044</span> <span class="no">mp</span>
<span class="nf">.0043</span> <span class="no">reuters</span> <span class="no">.0042</span> <span class="no">foreign</span> <span class="no">.0041</span> <span class="no">national</span> <span class="no">.0041</span> <span class="no">chris</span>
<span class="nf">.0040</span> <span class="no">senate</span> <span class="no">.0039</span> <span class="no">winter</span> <span class="no">.0038</span> <span class="no">visit</span> <span class="no">.0038</span> <span class="no">conference</span>
<span class="nf">.0038</span> <span class="no">un</span> <span class="no">.0038</span> <span class="no">gov</span> <span class="no">.0037</span> <span class="no">conflict</span> <span class="no">.0036</span> <span class="no">accused</span>
<span class="nf">.0036</span> <span class="no">lib</span> <span class="no">.0036</span> <span class="no">dems</span> <span class="no">.0035</span> <span class="no">john</span> <span class="no">.0034</span> <span class="no">threat</span>
<span class="nf">.0034</span> <span class="no">civil</span> <span class="no">.0034</span> <span class="no">discuss</span> <span class="no">.0033</span> <span class="no">al</span> <span class="no">.0033</span> <span class="no">internatio</span>
<span class="nf">.0032</span> <span class="no">putin</span> <span class="no">.0032</span> <span class="no">nick</span> <span class="no">.0031</span> <span class="no">wife</span> <span class="no">.0031</span> <span class="no">mcdonnell</span>
<span class="nf">.0031</span> <span class="no">iran</span> <span class="no">.0031</span> <span class="no">claims</span> <span class="no">.0031</span> <span class="no">against</span> <span class="no">.0030</span> <span class="no">scandal</span>
<span class="nf">.0030</span> <span class="no">officials</span> <span class="no">.0030</span> <span class="no">tory</span> <span class="no">.0030</span> <span class="no">bashar</span> <span class="no">.0029</span> <span class="no">cameron</span>
<span class="nf">.0029</span> <span class="no">eu</span> <span class="no">.0029</span> <span class="no">liberal</span> <span class="no">.0029</span> <span class="no">ban</span> <span class="no">.0029</span> <span class="no">labour</span>
<span class="nf">.0029</span> <span class="no">conservati</span> <span class="no">.0028</span> <span class="no">virginia</span> <span class="no">.0028</span> <span class="no">security</span> <span class="no">.0028</span> <span class="no">jersey</span>
<span class="nf">.0028</span> <span class="no">david</span> <span class="no">.0028</span> <span class="no">power</span> <span class="no">.0027</span> <span class="no">accepting</span> <span class="no">.0027</span> <span class="no">face</span>
<span class="nf">.0027</span> <span class="no">charges</span> <span class="no">.0027</span> <span class="no">committee</span> <span class="no">.0027</span> <span class="no">urged</span> <span class="no">.0027</span> <span class="no">aid</span>
<span class="nf">.0027</span> <span class="no">games</span> <span class="no">.0027</span> <span class="no">plans</span> <span class="no">.0027</span> <span class="no">report</span> <span class="no">.0027</span> <span class="no">geneva</span>
<span class="nf">.0026</span> <span class="no">invitation</span> <span class="no">.0025</span> <span class="no">opening</span> <span class="no">.0025</span> <span class="no">kerry</span> <span class="no">.0025</span> <span class="no">u.s.</span>
<span class="nf">.0024</span> <span class="no">union</span> <span class="no">.0024</span> <span class="no">allegation</span> <span class="no">.0024</span> <span class="no">japan</span> <span class="no">.0024</span> <span class="no">house</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="c1">#: 0003 P: .0566 protests</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="nf">.0348</span> <span class="no">police</span> <span class="no">.0286</span> <span class="no">protesters</span> <span class="no">.0218</span> <span class="no">killed</span> <span class="no">.0127</span> <span class="no">court</span>
<span class="nf">.0122</span> <span class="no">government</span> <span class="no">.0111</span> <span class="no">attack</span> <span class="no">.0101</span> <span class="no">man</span> <span class="no">.0093</span> <span class="no">ukraine</span>
<span class="nf">.0091</span> <span class="no">officer</span> <span class="no">.0089</span> <span class="no">clashes</span> <span class="no">.0088</span> <span class="no">anti</span> <span class="no">.0084</span> <span class="no">street</span>
<span class="nf">.0081</span> <span class="no">death</span> <span class="no">.0077</span> <span class="no">kiev</span> <span class="no">.0075</span> <span class="no">arrested</span> <span class="no">.0073</span> <span class="no">charged</span>
<span class="nf">.0065</span> <span class="no">emergency</span> <span class="no">.0064</span> <span class="no">people</span> <span class="no">.0059</span> <span class="no">shot</span> <span class="no">.0059</span> <span class="no">state</span>
<span class="nf">.0058</span> <span class="no">murder</span> <span class="no">.0056</span> <span class="no">suspected</span> <span class="no">.0054</span> <span class="no">dead</span> <span class="no">.0051</span> <span class="no">shooting</span>
<span class="nf">.0049</span> <span class="no">trial</span> <span class="no">.0049</span> <span class="no">against</span> <span class="no">.0049</span> <span class="no">told</span> <span class="no">.0048</span> <span class="no">bomb</span>
<span class="nf">.0046</span> <span class="no">violence</span> <span class="no">.0046</span> <span class="no">victim</span> <span class="no">.0046</span> <span class="no">reported</span> <span class="no">.0044</span> <span class="no">force</span>
<span class="nf">.0044</span> <span class="no">officials</span> <span class="no">.0043</span> <span class="no">executed</span> <span class="no">.0043</span> <span class="no">israel</span> <span class="no">.0042</span> <span class="no">capital</span>
<span class="nf">.0041</span> <span class="no">former</span> <span class="no">.0041</span> <span class="no">ukrainian</span> <span class="no">.0041</span> <span class="no">authoritie</span> <span class="no">.0040</span> <span class="no">pakistan</span>
<span class="nf">.0040</span> <span class="no">convicted</span> <span class="no">.0040</span> <span class="no">minister</span> <span class="no">.0037</span> <span class="no">jail</span> <span class="no">.0037</span> <span class="no">crime</span>
<span class="nf">.0037</span> <span class="no">prison</span> <span class="no">.0036</span> <span class="no">alleged</span> <span class="no">.0036</span> <span class="no">texas</span> <span class="no">.0035</span> <span class="no">university</span>
<span class="nf">.0035</span> <span class="no">militant</span> <span class="no">.0035</span> <span class="no">reuters</span> <span class="no">.0033</span> <span class="no">accused</span> <span class="no">.0033</span> <span class="no">jury</span>
<span class="nf">.0033</span> <span class="no">targets</span> <span class="no">.0032</span> <span class="no">assault</span> <span class="no">.0032</span> <span class="no">search</span> <span class="no">.0032</span> <span class="no">al</span>
<span class="nf">.0032</span> <span class="no">case</span> <span class="no">.0031</span> <span class="no">demonstrat</span> <span class="no">.0031</span> <span class="no">city</span> <span class="no">.0031</span> <span class="no">security</span>
<span class="nf">.0030</span> <span class="no">country</span> <span class="no">.0030</span> <span class="no">purdue</span> <span class="no">.0030</span> <span class="no">gun</span> <span class="no">.0030</span> <span class="no">sentenced</span>
<span class="nf">.0030</span> <span class="no">justice</span> <span class="no">.0029</span> <span class="no">evidence</span> <span class="no">.0029</span> <span class="no">terror</span> <span class="no">.0028</span> <span class="no">face</span>
<span class="nf">.0028</span> <span class="no">suicide</span> <span class="no">.0028</span> <span class="no">prosecutor</span> <span class="no">.0027</span> <span class="no">died</span> <span class="no">.0027</span> <span class="no">declared</span>
<span class="nf">.0027</span> <span class="no">israeli</span> <span class="no">.0027</span> <span class="no">leader</span> <span class="no">.0026</span> <span class="no">wife</span> <span class="no">.0026</span> <span class="no">fight</span>
<span class="nf">.0026</span> <span class="no">investigat</span> <span class="no">.0026</span> <span class="no">drug</span> <span class="no">.0025</span> <span class="no">appeal</span> <span class="no">.0025</span> <span class="no">bangkok</span>
<span class="nf">.0024</span> <span class="no">mexican</span> <span class="no">.0024</span> <span class="no">woman</span> <span class="no">.0024</span> <span class="no">men</span> <span class="no">.0024</span> <span class="no">thailand</span>
<span class="nf">.0024</span> <span class="no">british</span> <span class="no">.0023</span> <span class="no">internatio</span> <span class="no">.0023</span> <span class="no">roache</span> <span class="no">.0023</span> <span class="no">national</span>
<span class="nf">.0022</span> <span class="no">chief</span> <span class="no">.0022</span> <span class="no">wounded</span> <span class="no">.0022</span> <span class="no">fire</span> <span class="no">.0022</span> <span class="no">laws</span>
<span class="nf">.0022</span> <span class="no">riot</span> <span class="no">.0022</span> <span class="no">military</span> <span class="no">.0021</span> <span class="no">delhi</span> <span class="no">.0021</span> <span class="no">black</span>
<span class="nf">.0021</span> <span class="no">boy</span> <span class="no">.0021</span> <span class="no">supreme</span> <span class="no">.0021</span> <span class="no">violent</span> <span class="no">.0021</span> <span class="no">injured</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="c1">#: 0004 P: .0238 other_1</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="nf">.0268</span> <span class="no">south</span> <span class="no">.0159</span> <span class="no">icahn</span> <span class="no">.0149</span> <span class="no">mine</span> <span class="no">.0149</span> <span class="no">ebay</span>
<span class="nf">.0119</span> <span class="no">chemical</span> <span class="no">.0118</span> <span class="no">african</span> <span class="no">.0096</span> <span class="no">carl</span> <span class="no">.0095</span> <span class="no">africa</span>
<span class="nf">.0094</span> <span class="no">king</span> <span class="no">.0093</span> <span class="no">activist</span> <span class="no">.0085</span> <span class="no">board</span> <span class="no">.0081</span> <span class="no">investor</span>
<span class="nf">.0078</span> <span class="no">korea</span> <span class="no">.0076</span> <span class="no">apple</span> <span class="no">.0075</span> <span class="no">paypal</span> <span class="no">.0069</span> <span class="no">west</span>
<span class="nf">.0069</span> <span class="no">harry</span> <span class="no">.0068</span> <span class="no">company</span> <span class="no">.0065</span> <span class="no">candy</span> <span class="no">.0065</span> <span class="no">spin</span>
<span class="nf">.0064</span> <span class="no">diamond</span> <span class="no">.0063</span> <span class="no">stake</span> <span class="no">.0062</span> <span class="no">proposal</span> <span class="no">.0061</span> <span class="no">blue</span>
<span class="nf">.0060</span> <span class="no">reuters</span> <span class="no">.0058</span> <span class="no">officials</span> <span class="no">.0057</span> <span class="no">russian</span> <span class="no">.0053</span> <span class="no">miners</span>
<span class="nf">.0050</span> <span class="no">million</span> <span class="no">.0049</span> <span class="no">prince</span> <span class="no">.0049</span> <span class="no">dave</span> <span class="no">.0047</span> <span class="no">north</span>
<span class="nf">.0044</span> <span class="no">country</span> <span class="no">.0044</span> <span class="no">rare</span> <span class="no">.0044</span> <span class="no">coal</span> <span class="no">.0044</span> <span class="no">afghanista</span>
<span class="nf">.0043</span> <span class="no">spill</span> <span class="no">.0042</span> <span class="no">central</span> <span class="no">.0042</span> <span class="no">reported</span> <span class="no">.0040</span> <span class="no">travis</span>
<span class="nf">.0039</span> <span class="no">crush</span> <span class="no">.0039</span> <span class="no">trademark</span> <span class="no">.0038</span> <span class="no">blast</span> <span class="no">.0037</span> <span class="no">maker</span>
<span class="nf">.0036</span> <span class="no">nelson</span> <span class="no">.0036</span> <span class="no">released</span> <span class="no">.0036</span> <span class="no">republic</span> <span class="no">.0035</span> <span class="no">american</span>
<span class="nf">.0034</span> <span class="no">lee</span> <span class="no">.0034</span> <span class="no">statue</span> <span class="no">.0033</span> <span class="no">mandela</span> <span class="no">.0032</span> <span class="no">troops</span>
<span class="nf">.0032</span> <span class="no">martin</span> <span class="no">.0032</span> <span class="no">inc</span> <span class="no">.0031</span> <span class="no">virginia</span> <span class="no">.0029</span> <span class="no">push</span>
<span class="nf">.0029</span> <span class="no">water</span> <span class="no">.0029</span> <span class="no">sudan</span> <span class="no">.0029</span> <span class="no">hold</span> <span class="no">.0028</span> <span class="no">called</span>
<span class="nf">.0027</span> <span class="no">saga</span> <span class="no">.0027</span> <span class="no">mondelez</span> <span class="no">.0026</span> <span class="no">billion</span> <span class="no">.0026</span> <span class="no">state</span>
<span class="nf">.0026</span> <span class="no">afghan</span> <span class="no">.0026</span> <span class="no">group</span> <span class="no">.0025</span> <span class="no">rabbit</span> <span class="no">.0025</span> <span class="no">capital</span>
<span class="nf">.0025</span> <span class="no">dj</span> <span class="no">.0024</span> <span class="no">separate</span> <span class="no">.0024</span> <span class="no">internatio</span> <span class="no">.0024</span> <span class="no">wainaina</span>
<span class="nf">.0024</span> <span class="no">killed</span> <span class="no">.0024</span> <span class="no">sign</span> <span class="no">.0024</span> <span class="no">platinum</span> <span class="no">.0023</span> <span class="no">worth</span>
<span class="nf">.0023</span> <span class="no">disclosed</span> <span class="no">.0023</span> <span class="no">business</span> <span class="no">.0022</span> <span class="no">nominated</span> <span class="no">.0022</span> <span class="no">luther</span>
<span class="nf">.0022</span> <span class="no">tells</span> <span class="no">.0022</span> <span class="no">battle</span> <span class="no">.0022</span> <span class="no">jr</span> <span class="no">.0022</span> <span class="no">pole</span>
<span class="nf">.0022</span> <span class="no">auction</span> <span class="no">.0021</span> <span class="no">red</span> <span class="no">.0021</span> <span class="no">discovered</span> <span class="no">.0021</span> <span class="no">dow</span>
<span class="nf">.0021</span> <span class="no">journalist</span> <span class="no">.0021</span> <span class="no">groped</span> <span class="no">.0021</span> <span class="no">kabul</span> <span class="no">.0021</span> <span class="no">ear</span>
<span class="nf">.0020</span> <span class="no">korean</span> <span class="no">.0020</span> <span class="no">veteran</span> <span class="no">.0020</span> <span class="no">cross</span> <span class="no">.0020</span> <span class="no">told</span>
<span class="nf">.0019</span> <span class="no">added</span> <span class="no">.0019</span> <span class="no">spinoff</span> <span class="no">.0019</span> <span class="no">updates</span> <span class="no">.0019</span> <span class="no">press</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="c1">#: 0005 P: .0506 other_2</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="nf">.0133</span> <span class="no">health</span> <span class="no">.0128</span> <span class="no">government</span> <span class="no">.0119</span> <span class="no">state</span> <span class="no">.0104</span> <span class="no">public</span>
<span class="nf">.0104</span> <span class="no">law</span> <span class="no">.0097</span> <span class="no">university</span> <span class="no">.0093</span> <span class="no">u.s.</span> <span class="no">.0073</span> <span class="no">students</span>
<span class="nf">.0066</span> <span class="no">article</span> <span class="no">.0065</span> <span class="no">national</span> <span class="no">.0064</span> <span class="no">obama</span> <span class="no">.0064</span> <span class="no">court</span>
<span class="nf">.0064</span> <span class="no">report</span> <span class="no">.0061</span> <span class="no">care</span> <span class="no">.0061</span> <span class="no">bill</span> <span class="no">.0060</span> <span class="no">snowden</span>
<span class="nf">.0054</span> <span class="no">american</span> <span class="no">.0053</span> <span class="no">security</span> <span class="no">.0052</span> <span class="no">education</span> <span class="no">.0051</span> <span class="no">nsa</span>
<span class="nf">.0050</span> <span class="no">agency</span> <span class="no">.0050</span> <span class="no">patients</span> <span class="no">.0047</span> <span class="no">president</span> <span class="no">.0047</span> <span class="no">college</span>
<span class="nf">.0046</span> <span class="no">federal</span> <span class="no">.0046</span> <span class="no">union</span> <span class="no">.0046</span> <span class="no">drug</span> <span class="no">.0044</span> <span class="no">part</span>
<span class="nf">.0044</span> <span class="no">rules</span> <span class="no">.0043</span> <span class="no">study</span> <span class="no">.0042</span> <span class="no">protect</span> <span class="no">.0040</span> <span class="no">medical</span>
<span class="nf">.0040</span> <span class="no">administra</span> <span class="no">.0040</span> <span class="no">informatio</span> <span class="no">.0039</span> <span class="no">commission</span> <span class="no">.0039</span> <span class="no">plan</span>
<span class="nf">.0038</span> <span class="no">edward</span> <span class="no">.0038</span> <span class="no">pay</span> <span class="no">.0038</span> <span class="no">independen</span> <span class="no">.0038</span> <span class="no">tax</span>
<span class="nf">.0037</span> <span class="no">insurance</span> <span class="no">.0037</span> <span class="no">vote</span> <span class="no">.0036</span> <span class="no">approval</span> <span class="no">.0035</span> <span class="no">allow</span>
<span class="nf">.0035</span> <span class="no">case</span> <span class="no">.0035</span> <span class="no">spy</span> <span class="no">.0034</span> <span class="no">service</span> <span class="no">.0034</span> <span class="no">officials</span>
<span class="nf">.0034</span> <span class="no">documents</span> <span class="no">.0034</span> <span class="no">foreign</span> <span class="no">.0033</span> <span class="no">program</span> <span class="no">.0033</span> <span class="no">doctor</span>
<span class="nf">.0032</span> <span class="no">concerns</span> <span class="no">.0032</span> <span class="no">change</span> <span class="no">.0032</span> <span class="no">decision</span> <span class="no">.0031</span> <span class="no">act</span>
<span class="nf">.0031</span> <span class="no">issues</span> <span class="no">.0030</span> <span class="no">support</span> <span class="no">.0029</span> <span class="no">filed</span> <span class="no">.0029</span> <span class="no">school</span>
<span class="nf">.0029</span> <span class="no">proposed</span> <span class="no">.0029</span> <span class="no">policy</span> <span class="no">.0028</span> <span class="no">rights</span> <span class="no">.0028</span> <span class="no">legal</span>
<span class="nf">.0028</span> <span class="no">workers</span> <span class="no">.0028</span> <span class="no">reform</span> <span class="no">.0028</span> <span class="no">data</span> <span class="no">.0027</span> <span class="no">collection</span>
<span class="nf">.0027</span> <span class="no">system</span> <span class="no">.0026</span> <span class="no">election</span> <span class="no">.0026</span> <span class="no">seeking</span> <span class="no">.0026</span> <span class="no">former</span>
<span class="nf">.0025</span> <span class="no">supreme</span> <span class="no">.0025</span> <span class="no">benefits</span> <span class="no">.0025</span> <span class="no">provide</span> <span class="no">.0025</span> <span class="no">members</span>
<span class="nf">.0025</span> <span class="no">help</span> <span class="no">.0025</span> <span class="no">legislatio</span> <span class="no">.0024</span> <span class="no">department</span> <span class="no">.0024</span> <span class="no">healthcare</span>
<span class="nf">.0024</span> <span class="no">trial</span> <span class="no">.0024</span> <span class="no">measure</span> <span class="no">.0023</span> <span class="no">enforcemen</span> <span class="no">.0023</span> <span class="no">according</span>
<span class="nf">.0023</span> <span class="no">investigat</span> <span class="no">.0023</span> <span class="no">force</span> <span class="no">.0023</span> <span class="no">required</span> <span class="no">.0023</span> <span class="no">budget</span>
<span class="nf">.0023</span> <span class="no">offering</span> <span class="no">.0023</span> <span class="no">human</span> <span class="no">.0022</span> <span class="no">challenge</span> <span class="no">.0022</span> <span class="no">reuters</span>
<span class="nf">.0022</span> <span class="no">panel</span> <span class="no">.0022</span> <span class="no">hospital</span> <span class="no">.0021</span> <span class="no">major</span> <span class="no">.0021</span> <span class="no">united</span>
<span class="nf">.0021</span> <span class="no">secret</span> <span class="no">.0021</span> <span class="no">transparen</span> <span class="no">.0021</span> <span class="no">russia</span> <span class="no">.0021</span> <span class="no">requests</span>
</code></pre></div>
<p>You can see the complete list of topics <a href="https://akuz.me/txt/topics_2.txt">here</a>.</p>
<p>First, you might find it interesting that the inference has brought up additional high-probability words into the us_gov and protests topics. This might be a useful feature in itself, if your goal is to see what words are correlated (within a topic) with the keywords.</p>
<p>Second, specification of the "frozen" topics (through keywords) lets the algorithm to separate the other topics more clearly. For example, we might see that even though we have allocated the whole topic to us_gov (which mainly concentrated in the international issues), we can see that an additional topic about US healthcare has come up.</p>
<p>Let’s now dedicate a new topic to US healthcare in configuration. Additionally, let’s specify another topic to capture the words related to the film industry:</p>
<div class="highlight"><pre><span></span><code><span class="err">[</span>
<span class="err"> {</span>
<span class="err"> "id": "noise",</span>
<span class="err"> "proportion": 0.5</span>
<span class="err"> },</span>
<span class="err"> {</span>
<span class="err"> "id" : "us_gov",</span>
<span class="err"> "proportion": 0.025,</span>
<span class="err"> "priorityWords": [</span>
<span class="err"> "government",</span>
<span class="err"> "obama",</span>
<span class="err"> "state",</span>
<span class="err"> "president",</span>
<span class="err"> "republican",</span>
<span class="err"> "democrat",</span>
<span class="err"> "senate",</span>
<span class="err"> "party"</span>
<span class="err"> ]</span>
<span class="err"> },</span>
<span class="err"> {</span>
<span class="err"> "id" : "us_health",</span>
<span class="err"> "proportion": 0.025,</span>
<span class="err"> "priorityWords": [</span>
<span class="err"> "government",</span>
<span class="err"> "healthcare",</span>
<span class="err"> "health",</span>
<span class="err"> "care",</span>
<span class="err"> "obamacare",</span>
<span class="err"> "bill",</span>
<span class="err"> "federal",</span>
<span class="err"> "medical",</span>
<span class="err"> "plan",</span>
<span class="err"> "law"</span>
<span class="err"> ]</span>
<span class="err"> },</span>
<span class="err"> {</span>
<span class="err"> "id" : "film",</span>
<span class="err"> "proportion": 0.025,</span>
<span class="err"> "priorityWords": [</span>
<span class="err"> "movie",</span>
<span class="err"> "film",</span>
<span class="err"> "star",</span>
<span class="err"> "red",</span>
<span class="err"> "carpet"</span>
<span class="err"> ]</span>
<span class="err"> },</span>
<span class="err"> {</span>
<span class="err"> "id" : "protests",</span>
<span class="err"> "proportion": 0.025,</span>
<span class="err"> "priorityWords": [</span>
<span class="err"> "government",</span>
<span class="err"> "protest",</span>
<span class="err"> "police",</span>
<span class="err"> "clashes",</span>
<span class="err"> "anti",</span>
<span class="err"> "streets"</span>
<span class="err"> ]</span>
<span class="err"> },</span>
<span class="err"> {</span>
<span class="err"> "id" : "other",</span>
<span class="err"> "count": 16,</span>
<span class="err"> "proportion": 0.025</span>
<span class="err"> }</span>
<span class="err">]</span>
</code></pre></div>
<p>Here are some of the topics inferred using this configuration:</p>
<div class="highlight"><pre><span></span><code><span class="err">-------------------------------------------------------------------</span>
<span class="c1">#: 0001 P: .2153 noise</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="nf">.0065</span> <span class="no">people</span> <span class="no">.0053</span> <span class="no">work</span> <span class="no">.0038</span> <span class="no">story</span> <span class="no">.0031</span> <span class="no">good</span>
<span class="nf">.0030</span> <span class="no">think</span> <span class="no">.0030</span> <span class="no">made</span> <span class="no">.0030</span> <span class="no">long</span> <span class="no">.0029</span> <span class="no">start</span>
<span class="nf">.0029</span> <span class="no">right</span> <span class="no">.0029</span> <span class="no">life</span> <span class="no">.0028</span> <span class="no">change</span> <span class="no">.0027</span> <span class="no">find</span>
<span class="nf">.0025</span> <span class="no">very</span> <span class="no">.0022</span> <span class="no">business</span> <span class="no">.0021</span> <span class="no">best</span> <span class="no">.0020</span> <span class="no">help</span>
<span class="nf">.0020</span> <span class="no">turned</span> <span class="no">.0020</span> <span class="no">place</span> <span class="no">.0019</span> <span class="no">part</span> <span class="no">.0019</span> <span class="no">great</span>
<span class="nf">.0018</span> <span class="no">past</span> <span class="no">.0018</span> <span class="no">run</span> <span class="no">.0018</span> <span class="no">watch</span> <span class="no">.0018</span> <span class="no">success</span>
<span class="nf">.0018</span> <span class="no">question</span> <span class="no">.0017</span> <span class="no">might</span> <span class="no">.0017</span> <span class="no">job</span> <span class="no">.0016</span> <span class="no">book</span>
<span class="nf">.0016</span> <span class="no">american</span> <span class="no">.0016</span> <span class="no">better</span> <span class="no">.0016</span> <span class="no">hand</span> <span class="no">.0016</span> <span class="no">less</span>
<span class="nf">.0016</span> <span class="no">person</span> <span class="no">.0015</span> <span class="no">ago</span> <span class="no">.0015</span> <span class="no">open</span> <span class="no">.0015</span> <span class="no">continue</span>
<span class="nf">.0015</span> <span class="no">different</span> <span class="no">.0015</span> <span class="no">called</span> <span class="no">.0015</span> <span class="no">power</span> <span class="no">.0015</span> <span class="no">each</span>
<span class="nf">.0015</span> <span class="no">let</span> <span class="no">.0014</span> <span class="no">old</span> <span class="no">.0014</span> <span class="no">means</span> <span class="no">.0014</span> <span class="no">without</span>
<span class="nf">.0014</span> <span class="no">problem</span> <span class="no">.0014</span> <span class="no">big</span> <span class="no">.0013</span> <span class="no">little</span> <span class="no">.0013</span> <span class="no">something</span>
<span class="nf">.0013</span> <span class="no">brand</span> <span class="no">.0013</span> <span class="no">conversati</span> <span class="no">.0013</span> <span class="no">play</span> <span class="no">.0013</span> <span class="no">feel</span>
<span class="nf">.0013</span> <span class="no">critical</span> <span class="no">.0013</span> <span class="no">often</span> <span class="no">.0013</span> <span class="no">told</span> <span class="no">.0013</span> <span class="no">article</span>
<span class="nf">.0013</span> <span class="no">model</span> <span class="no">.0013</span> <span class="no">tell</span> <span class="no">.0013</span> <span class="no">human</span> <span class="no">.0013</span> <span class="no">explains</span>
<span class="nf">.0013</span> <span class="no">known</span> <span class="no">.0013</span> <span class="no">actually</span> <span class="no">.0012</span> <span class="no">trying</span> <span class="no">.0012</span> <span class="no">bad</span>
<span class="nf">.0012</span> <span class="no">fact</span> <span class="no">.0012</span> <span class="no">idea</span> <span class="no">.0012</span> <span class="no">money</span> <span class="no">.0012</span> <span class="no">head</span>
<span class="nf">.0012</span> <span class="no">important</span> <span class="no">.0012</span> <span class="no">lot</span> <span class="no">.0012</span> <span class="no">name</span> <span class="no">.0012</span> <span class="no">effect</span>
<span class="nf">.0012</span> <span class="no">age</span> <span class="no">.0012</span> <span class="no">never</span> <span class="no">.0012</span> <span class="no">public</span> <span class="no">.0012</span> <span class="no">high</span>
<span class="nf">.0012</span> <span class="no">event</span> <span class="no">.0012</span> <span class="no">history</span> <span class="no">.0011</span> <span class="no">created</span> <span class="no">.0011</span> <span class="no">enough</span>
<span class="nf">.0011</span> <span class="no">food</span> <span class="no">.0011</span> <span class="no">reason</span> <span class="no">.0011</span> <span class="no">same</span> <span class="no">.0011</span> <span class="no">real</span>
<span class="nf">.0011</span> <span class="no">general</span> <span class="no">.0011</span> <span class="no">hard</span> <span class="no">.0011</span> <span class="no">view</span> <span class="no">.0011</span> <span class="no">join</span>
<span class="nf">.0011</span> <span class="no">meeting</span> <span class="no">.0011</span> <span class="no">interest</span> <span class="no">.0011</span> <span class="no">face</span> <span class="no">.0011</span> <span class="no">bring</span>
<span class="nf">.0011</span> <span class="no">review</span> <span class="no">.0010</span> <span class="no">happened</span> <span class="no">.0010</span> <span class="no">response</span> <span class="no">.0010</span> <span class="no">women</span>
<span class="nf">.0010</span> <span class="no">stop</span> <span class="no">.0010</span> <span class="no">home</span> <span class="no">.0010</span> <span class="no">almost</span> <span class="no">.0010</span> <span class="no">list</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="c1">#: 0002 P: .0526 us_gov</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="nf">.0206</span> <span class="no">president</span> <span class="no">.0182</span> <span class="no">party</span> <span class="no">.0175</span> <span class="no">syria</span> <span class="no">.0167</span> <span class="no">obama</span>
<span class="nf">.0165</span> <span class="no">government</span> <span class="no">.0128</span> <span class="no">minister</span> <span class="no">.0125</span> <span class="no">state</span> <span class="no">.0120</span> <span class="no">syrian</span>
<span class="nf">.0119</span> <span class="no">peace</span> <span class="no">.0111</span> <span class="no">political</span> <span class="no">.0083</span> <span class="no">leaders</span> <span class="no">.0082</span> <span class="no">war</span>
<span class="nf">.0081</span> <span class="no">election</span> <span class="no">.0080</span> <span class="no">democrats</span> <span class="no">.0078</span> <span class="no">pope</span> <span class="no">.0074</span> <span class="no">christie</span>
<span class="nf">.0071</span> <span class="no">lord</span> <span class="no">.0066</span> <span class="no">prime</span> <span class="no">.0066</span> <span class="no">republican</span> <span class="no">.0063</span> <span class="no">assad</span>
<span class="nf">.0060</span> <span class="no">mp</span> <span class="no">.0058</span> <span class="no">opposition</span> <span class="no">.0058</span> <span class="no">called</span> <span class="no">.0057</span> <span class="no">meet</span>
<span class="nf">.0055</span> <span class="no">house</span> <span class="no">.0055</span> <span class="no">secretary</span> <span class="no">.0054</span> <span class="no">rennard</span> <span class="no">.0052</span> <span class="no">foreign</span>
<span class="nf">.0052</span> <span class="no">senate</span> <span class="no">.0050</span> <span class="no">francis</span> <span class="no">.0050</span> <span class="no">clegg</span> <span class="no">.0047</span> <span class="no">chris</span>
<span class="nf">.0046</span> <span class="no">switzerlan</span> <span class="no">.0044</span> <span class="no">accused</span> <span class="no">.0044</span> <span class="no">country</span> <span class="no">.0043</span> <span class="no">conference</span>
<span class="nf">.0042</span> <span class="no">visit</span> <span class="no">.0042</span> <span class="no">support</span> <span class="no">.0042</span> <span class="no">vote</span> <span class="no">.0042</span> <span class="no">civil</span>
<span class="nf">.0041</span> <span class="no">conflict</span> <span class="no">.0041</span> <span class="no">john</span> <span class="no">.0040</span> <span class="no">lib</span> <span class="no">.0040</span> <span class="no">dems</span>
<span class="nf">.0039</span> <span class="no">european</span> <span class="no">.0038</span> <span class="no">labour</span> <span class="no">.0038</span> <span class="no">david</span> <span class="no">.0037</span> <span class="no">al</span>
<span class="nf">.0037</span> <span class="no">union</span> <span class="no">.0037</span> <span class="no">nick</span> <span class="no">.0036</span> <span class="no">claims</span> <span class="no">.0036</span> <span class="no">national</span>
<span class="nf">.0036</span> <span class="no">sexual</span> <span class="no">.0036</span> <span class="no">governor</span> <span class="no">.0036</span> <span class="no">un</span> <span class="no">.0035</span> <span class="no">aid</span>
<span class="nf">.0034</span> <span class="no">speech</span> <span class="no">.0034</span> <span class="no">white</span> <span class="no">.0034</span> <span class="no">cameron</span> <span class="no">.0033</span> <span class="no">tory</span>
<span class="nf">.0033</span> <span class="no">against</span> <span class="no">.0033</span> <span class="no">jersey</span> <span class="no">.0033</span> <span class="no">bashar</span> <span class="no">.0032</span> <span class="no">gov</span>
<span class="nf">.0032</span> <span class="no">scandal</span> <span class="no">.0032</span> <span class="no">liberal</span> <span class="no">.0032</span> <span class="no">urged</span> <span class="no">.0032</span> <span class="no">eu</span>
<span class="nf">.0031</span> <span class="no">power</span> <span class="no">.0031</span> <span class="no">conservati</span> <span class="no">.0030</span> <span class="no">report</span> <span class="no">.0030</span> <span class="no">ban</span>
<span class="nf">.0030</span> <span class="no">reuters</span> <span class="no">.0029</span> <span class="no">south</span> <span class="no">.0029</span> <span class="no">geneva</span> <span class="no">.0028</span> <span class="no">kerry</span>
<span class="nf">.0028</span> <span class="no">parliament</span> <span class="no">.0028</span> <span class="no">negotiatio</span> <span class="no">.0028</span> <span class="no">iran</span> <span class="no">.0028</span> <span class="no">former</span>
<span class="nf">.0027</span> <span class="no">face</span> <span class="no">.0027</span> <span class="no">campaign</span> <span class="no">.0027</span> <span class="no">invitation</span> <span class="no">.0027</span> <span class="no">crimes</span>
<span class="nf">.0026</span> <span class="no">internatio</span> <span class="no">.0026</span> <span class="no">discuss</span> <span class="no">.0026</span> <span class="no">address</span> <span class="no">.0026</span> <span class="no">decision</span>
<span class="nf">.0026</span> <span class="no">reform</span> <span class="no">.0025</span> <span class="no">torture</span> <span class="no">.0025</span> <span class="no">refugees</span> <span class="no">.0025</span> <span class="no">issue</span>
<span class="nf">.0024</span> <span class="no">begin</span> <span class="no">.0024</span> <span class="no">hope</span> <span class="no">.0024</span> <span class="no">opening</span> <span class="no">.0024</span> <span class="no">run</span>
<span class="nf">.0024</span> <span class="no">abortion</span> <span class="no">.0024</span> <span class="no">barack</span> <span class="no">.0024</span> <span class="no">action</span> <span class="no">.0023</span> <span class="no">general</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="c1">#: 0003 P: .0426 us_health</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="nf">.0180</span> <span class="no">health</span> <span class="no">.0178</span> <span class="no">court</span> <span class="no">.0176</span> <span class="no">bill</span> <span class="no">.0167</span> <span class="no">law</span>
<span class="nf">.0138</span> <span class="no">government</span> <span class="no">.0126</span> <span class="no">state</span> <span class="no">.0120</span> <span class="no">public</span> <span class="no">.0120</span> <span class="no">rules</span>
<span class="nf">.0115</span> <span class="no">plan</span> <span class="no">.0109</span> <span class="no">u.s.</span> <span class="no">.0106</span> <span class="no">care</span> <span class="no">.0106</span> <span class="no">tax</span>
<span class="nf">.0097</span> <span class="no">federal</span> <span class="no">.0081</span> <span class="no">medical</span> <span class="no">.0069</span> <span class="no">pay</span> <span class="no">.0064</span> <span class="no">drug</span>
<span class="nf">.0062</span> <span class="no">healthcare</span> <span class="no">.0062</span> <span class="no">workers</span> <span class="no">.0062</span> <span class="no">legal</span> <span class="no">.0062</span> <span class="no">approval</span>
<span class="nf">.0061</span> <span class="no">supreme</span> <span class="no">.0059</span> <span class="no">insurance</span> <span class="no">.0058</span> <span class="no">judge</span> <span class="no">.0057</span> <span class="no">patients</span>
<span class="nf">.0057</span> <span class="no">filed</span> <span class="no">.0057</span> <span class="no">regulators</span> <span class="no">.0053</span> <span class="no">pension</span> <span class="no">.0051</span> <span class="no">national</span>
<span class="nf">.0050</span> <span class="no">part</span> <span class="no">.0049</span> <span class="no">appeal</span> <span class="no">.0048</span> <span class="no">city</span> <span class="no">.0048</span> <span class="no">obamacare</span>
<span class="nf">.0047</span> <span class="no">case</span> <span class="no">.0047</span> <span class="no">reuters</span> <span class="no">.0045</span> <span class="no">system</span> <span class="no">.0045</span> <span class="no">union</span>
<span class="nf">.0043</span> <span class="no">san</span> <span class="no">.0041</span> <span class="no">texas</span> <span class="no">.0041</span> <span class="no">francisco</span> <span class="no">.0040</span> <span class="no">united</span>
<span class="nf">.0039</span> <span class="no">protect</span> <span class="no">.0039</span> <span class="no">safety</span> <span class="no">.0039</span> <span class="no">car</span> <span class="no">.0038</span> <span class="no">test</span>
<span class="nf">.0038</span> <span class="no">poor</span> <span class="no">.0038</span> <span class="no">claims</span> <span class="no">.0038</span> <span class="no">proposed</span> <span class="no">.0038</span> <span class="no">execution</span>
<span class="nf">.0037</span> <span class="no">employees</span> <span class="no">.0037</span> <span class="no">justice</span> <span class="no">.0037</span> <span class="no">cut</span> <span class="no">.0036</span> <span class="no">gates</span>
<span class="nf">.0036</span> <span class="no">officials</span> <span class="no">.0034</span> <span class="no">challenge</span> <span class="no">.0034</span> <span class="no">crash</span> <span class="no">.0033</span> <span class="no">hospital</span>
<span class="nf">.0033</span> <span class="no">stop</span> <span class="no">.0033</span> <span class="no">against</span> <span class="no">.0032</span> <span class="no">administra</span> <span class="no">.0032</span> <span class="no">council</span>
<span class="nf">.0032</span> <span class="no">child</span> <span class="no">.0031</span> <span class="no">benefits</span> <span class="no">.0031</span> <span class="no">doctors</span> <span class="no">.0031</span> <span class="no">article</span>
<span class="nf">.0031</span> <span class="no">order</span> <span class="no">.0031</span> <span class="no">allow</span> <span class="no">.0030</span> <span class="no">high</span> <span class="no">.0030</span> <span class="no">detroit</span>
<span class="nf">.0030</span> <span class="no">enforcemen</span> <span class="no">.0030</span> <span class="no">million</span> <span class="no">.0029</span> <span class="no">companies</span> <span class="no">.0029</span> <span class="no">mexican</span>
<span class="nf">.0029</span> <span class="no">trial</span> <span class="no">.0028</span> <span class="no">decision</span> <span class="no">.0028</span> <span class="no">service</span> <span class="no">.0028</span> <span class="no">accounting</span>
<span class="nf">.0027</span> <span class="no">standards</span> <span class="no">.0027</span> <span class="no">bankruptcy</span> <span class="no">.0027</span> <span class="no">treasury</span> <span class="no">.0027</span> <span class="no">tech</span>
<span class="nf">.0027</span> <span class="no">warned</span> <span class="no">.0027</span> <span class="no">seeking</span> <span class="no">.0026</span> <span class="no">rejected</span> <span class="no">.0026</span> <span class="no">transparen</span>
<span class="nf">.0026</span> <span class="no">local</span> <span class="no">.0026</span> <span class="no">lawsuit</span> <span class="no">.0026</span> <span class="no">required</span> <span class="no">.0026</span> <span class="no">private</span>
<span class="nf">.0025</span> <span class="no">issues</span> <span class="no">.0025</span> <span class="no">forced</span> <span class="no">.0025</span> <span class="no">transport</span> <span class="no">.0025</span> <span class="no">authoritie</span>
<span class="nf">.0024</span> <span class="no">failed</span> <span class="no">.0024</span> <span class="no">washington</span> <span class="no">.0024</span> <span class="no">eu</span> <span class="no">.0024</span> <span class="no">measure</span>
<span class="nf">.0023</span> <span class="no">report</span> <span class="no">.0023</span> <span class="no">study</span> <span class="no">.0023</span> <span class="no">face</span> <span class="no">.0023</span> <span class="no">audit</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="c1">#: 0004 P: .0428 film</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="nf">.0274</span> <span class="no">star</span> <span class="no">.0231</span> <span class="no">film</span> <span class="no">.0149</span> <span class="no">awards</span> <span class="no">.0135</span> <span class="no">united</span>
<span class="nf">.0122</span> <span class="no">movie</span> <span class="no">.0110</span> <span class="no">red</span> <span class="no">.0093</span> <span class="no">manchester</span> <span class="no">.0087</span> <span class="no">carpet</span>
<span class="nf">.0072</span> <span class="no">music</span> <span class="no">.0064</span> <span class="no">revealed</span> <span class="no">.0064</span> <span class="no">play</span> <span class="no">.0062</span> <span class="no">tv</span>
<span class="nf">.0061</span> <span class="no">chelsea</span> <span class="no">.0059</span> <span class="no">season</span> <span class="no">.0057</span> <span class="no">television</span> <span class="no">.0057</span> <span class="no">arsenal</span>
<span class="nf">.0055</span> <span class="no">city</span> <span class="no">.0053</span> <span class="no">festival</span> <span class="no">.0053</span> <span class="no">celebrity</span> <span class="no">.0052</span> <span class="no">night</span>
<span class="nf">.0052</span> <span class="no">series</span> <span class="no">.0052</span> <span class="no">man</span> <span class="no">.0049</span> <span class="no">actor</span> <span class="no">.0048</span> <span class="no">big</span>
<span class="nf">.0047</span> <span class="no">best</span> <span class="no">.0046</span> <span class="no">club</span> <span class="no">.0044</span> <span class="no">sundance</span> <span class="no">.0043</span> <span class="no">transfer</span>
<span class="nf">.0042</span> <span class="no">david</span> <span class="no">.0041</span> <span class="no">national</span> <span class="no">.0041</span> <span class="no">oscar</span> <span class="no">.0041</span> <span class="no">london</span>
<span class="nf">.0038</span> <span class="no">sign</span> <span class="no">.0038</span> <span class="no">album</span> <span class="no">.0037</span> <span class="no">performanc</span> <span class="no">.0036</span> <span class="no">nominated</span>
<span class="nf">.0035</span> <span class="no">mata</span> <span class="no">.0035</span> <span class="no">bbc</span> <span class="no">.0034</span> <span class="no">girls</span> <span class="no">.0034</span> <span class="no">final</span>
<span class="nf">.0034</span> <span class="no">dance</span> <span class="no">.0033</span> <span class="no">feature</span> <span class="no">.0033</span> <span class="no">hollywood</span> <span class="no">.0032</span> <span class="no">grammy</span>
<span class="nf">.0031</span> <span class="no">liverpool</span> <span class="no">.0031</span> <span class="no">screen</span> <span class="no">.0031</span> <span class="no">fans</span> <span class="no">.0031</span> <span class="no">love</span>
<span class="nf">.0031</span> <span class="no">winner</span> <span class="no">.0030</span> <span class="no">former</span> <span class="no">.0030</span> <span class="no">role</span> <span class="no">.0029</span> <span class="no">premier</span>
<span class="nf">.0029</span> <span class="no">voice</span> <span class="no">.0028</span> <span class="no">tonight</span> <span class="no">.0028</span> <span class="no">episode</span> <span class="no">.0028</span> <span class="no">video</span>
<span class="nf">.0027</span> <span class="no">win</span> <span class="no">.0027</span> <span class="no">league</span> <span class="no">.0027</span> <span class="no">drama</span> <span class="no">.0027</span> <span class="no">actress</span>
<span class="nf">.0027</span> <span class="no">debut</span> <span class="no">.0026</span> <span class="no">leave</span> <span class="no">.0026</span> <span class="no">documentar</span> <span class="no">.0026</span> <span class="no">pop</span>
<span class="nf">.0026</span> <span class="no">hit</span> <span class="no">.0026</span> <span class="no">appear</span> <span class="no">.0025</span> <span class="no">brother</span> <span class="no">.0025</span> <span class="no">paul</span>
<span class="nf">.0025</span> <span class="no">watch</span> <span class="no">.0025</span> <span class="no">join</span> <span class="no">.0025</span> <span class="no">character</span> <span class="no">.0025</span> <span class="no">beckham</span>
<span class="nf">.0025</span> <span class="no">director</span> <span class="no">.0025</span> <span class="no">disney</span> <span class="no">.0024</span> <span class="no">jennifer</span> <span class="no">.0024</span> <span class="no">sherlock</span>
<span class="nf">.0024</span> <span class="no">deal</span> <span class="no">.0023</span> <span class="no">stage</span> <span class="no">.0023</span> <span class="no">cast</span> <span class="no">.0023</span> <span class="no">striker</span>
<span class="nf">.0023</span> <span class="no">madrid</span> <span class="no">.0023</span> <span class="no">script</span> <span class="no">.0022</span> <span class="no">ntas</span> <span class="no">.0022</span> <span class="no">leak</span>
<span class="nf">.0022</span> <span class="no">report</span> <span class="no">.0022</span> <span class="no">juan</span> <span class="no">.0022</span> <span class="no">street</span> <span class="no">.0022</span> <span class="no">viewers</span>
<span class="nf">.0021</span> <span class="no">russell</span> <span class="no">.0021</span> <span class="no">radio</span> <span class="no">.0021</span> <span class="no">tarantino</span> <span class="no">.0021</span> <span class="no">target</span>
<span class="nf">.0021</span> <span class="no">park</span> <span class="no">.0020</span> <span class="no">singer</span> <span class="no">.0020</span> <span class="no">present</span> <span class="no">.0020</span> <span class="no">return</span>
<span class="nf">.0020</span> <span class="no">claims</span> <span class="no">.0020</span> <span class="no">tottenham</span> <span class="no">.0020</span> <span class="no">confirmed</span> <span class="no">.0020</span> <span class="no">broadway</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="c1">#: 0005 P: .0499 protests</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="nf">.0361</span> <span class="no">police</span> <span class="no">.0317</span> <span class="no">protesters</span> <span class="no">.0214</span> <span class="no">killed</span> <span class="no">.0143</span> <span class="no">street</span>
<span class="nf">.0122</span> <span class="no">government</span> <span class="no">.0105</span> <span class="no">ukraine</span> <span class="no">.0104</span> <span class="no">attack</span> <span class="no">.0100</span> <span class="no">clashes</span>
<span class="nf">.0091</span> <span class="no">man</span> <span class="no">.0091</span> <span class="no">anti</span> <span class="no">.0087</span> <span class="no">officer</span> <span class="no">.0087</span> <span class="no">kiev</span>
<span class="nf">.0083</span> <span class="no">court</span> <span class="no">.0071</span> <span class="no">people</span> <span class="no">.0070</span> <span class="no">arrested</span> <span class="no">.0070</span> <span class="no">shot</span>
<span class="nf">.0069</span> <span class="no">emergency</span> <span class="no">.0066</span> <span class="no">death</span> <span class="no">.0064</span> <span class="no">told</span> <span class="no">.0062</span> <span class="no">murder</span>
<span class="nf">.0061</span> <span class="no">reported</span> <span class="no">.0060</span> <span class="no">shooting</span> <span class="no">.0056</span> <span class="no">israel</span> <span class="no">.0054</span> <span class="no">capital</span>
<span class="nf">.0053</span> <span class="no">bomb</span> <span class="no">.0053</span> <span class="no">violence</span> <span class="no">.0051</span> <span class="no">dead</span> <span class="no">.0050</span> <span class="no">state</span>
<span class="nf">.0048</span> <span class="no">assault</span> <span class="no">.0047</span> <span class="no">ukrainian</span> <span class="no">.0046</span> <span class="no">pakistan</span> <span class="no">.0045</span> <span class="no">wall</span>
<span class="nf">.0045</span> <span class="no">university</span> <span class="no">.0044</span> <span class="no">victim</span> <span class="no">.0043</span> <span class="no">trial</span> <span class="no">.0042</span> <span class="no">force</span>
<span class="nf">.0040</span> <span class="no">charged</span> <span class="no">.0040</span> <span class="no">suspected</span> <span class="no">.0039</span> <span class="no">authoritie</span> <span class="no">.0037</span> <span class="no">officials</span>
<span class="nf">.0037</span> <span class="no">al</span> <span class="no">.0036</span> <span class="no">prison</span> <span class="no">.0036</span> <span class="no">demonstrat</span> <span class="no">.0036</span> <span class="no">died</span>
<span class="nf">.0036</span> <span class="no">against</span> <span class="no">.0035</span> <span class="no">targets</span> <span class="no">.0035</span> <span class="no">convicted</span> <span class="no">.0034</span> <span class="no">purdue</span>
<span class="nf">.0034</span> <span class="no">wolf</span> <span class="no">.0033</span> <span class="no">declared</span> <span class="no">.0032</span> <span class="no">jail</span> <span class="no">.0032</span> <span class="no">leader</span>
<span class="nf">.0032</span> <span class="no">alleged</span> <span class="no">.0031</span> <span class="no">reuters</span> <span class="no">.0030</span> <span class="no">militant</span> <span class="no">.0030</span> <span class="no">israeli</span>
<span class="nf">.0030</span> <span class="no">minister</span> <span class="no">.0029</span> <span class="no">workers</span> <span class="no">.0029</span> <span class="no">sentenced</span> <span class="no">.0029</span> <span class="no">woman</span>
<span class="nf">.0029</span> <span class="no">strike</span> <span class="no">.0029</span> <span class="no">accused</span> <span class="no">.0028</span> <span class="no">central</span> <span class="no">.0028</span> <span class="no">bangkok</span>
<span class="nf">.0027</span> <span class="no">thailand</span> <span class="no">.0027</span> <span class="no">injured</span> <span class="no">.0027</span> <span class="no">british</span> <span class="no">.0026</span> <span class="no">sex</span>
<span class="nf">.0026</span> <span class="no">face</span> <span class="no">.0026</span> <span class="no">former</span> <span class="no">.0026</span> <span class="no">roache</span> <span class="no">.0026</span> <span class="no">hill</span>
<span class="nf">.0025</span> <span class="no">wife</span> <span class="no">.0025</span> <span class="no">jury</span> <span class="no">.0025</span> <span class="no">security</span> <span class="no">.0025</span> <span class="no">rape</span>
<span class="nf">.0025</span> <span class="no">country</span> <span class="no">.0025</span> <span class="no">fire</span> <span class="no">.0024</span> <span class="no">area</span> <span class="no">.0024</span> <span class="no">wounded</span>
<span class="nf">.0024</span> <span class="no">delhi</span> <span class="no">.0024</span> <span class="no">gun</span> <span class="no">.0024</span> <span class="no">city</span> <span class="no">.0024</span> <span class="no">women</span>
<span class="nf">.0024</span> <span class="no">president</span> <span class="no">.0023</span> <span class="no">violent</span> <span class="no">.0023</span> <span class="no">armed</span> <span class="no">.0023</span> <span class="no">search</span>
<span class="nf">.0023</span> <span class="no">prosecutor</span> <span class="no">.0023</span> <span class="no">india</span> <span class="no">.0023</span> <span class="no">mass</span> <span class="no">.0023</span> <span class="no">military</span>
<span class="nf">.0022</span> <span class="no">claims</span> <span class="no">.0022</span> <span class="no">lucia</span> <span class="no">.0022</span> <span class="no">escalating</span> <span class="no">.0022</span> <span class="no">riot</span>
<span class="nf">.0021</span> <span class="no">investigat</span> <span class="no">.0021</span> <span class="no">drug</span> <span class="no">.0021</span> <span class="no">thai</span> <span class="no">.0021</span> <span class="no">fatal</span>
</code></pre></div>
<p>You can see the complete list of topics <a href="https://akuz.me/txt/topics_3.txt">here</a>.</p>
<p>We can detect the following issues now:</p>
<ul>
<li>us_gov topic mixes the news about the US and the UK — so we want to introduce new topic for UK government</li>
<li>film topic mixes the news about the movies, sports and music, mostly because they mention similar words about celebrities — so we want to split these topics too</li>
</ul>
<p>Here is an updated configuration file (please note that the proportions will be normalised to sum up to 1 automatically, so I don’t care too much about the exact numbers):</p>
<div class="highlight"><pre><span></span><code><span class="err">[</span>
<span class="err"> {</span>
<span class="err"> "id": "noise",</span>
<span class="err"> "proportion": 0.5</span>
<span class="err"> },</span>
<span class="err"> {</span>
<span class="err"> "id" : "us_gov",</span>
<span class="err"> "proportion": 0.025,</span>
<span class="err"> "priorityWords": [</span>
<span class="err"> "government",</span>
<span class="err"> "obama",</span>
<span class="err"> "state",</span>
<span class="err"> "president",</span>
<span class="err"> "republican",</span>
<span class="err"> "democrat",</span>
<span class="err"> "senate",</span>
<span class="err"> "party"</span>
<span class="err"> ]</span>
<span class="err"> },</span>
<span class="err"> {</span>
<span class="err"> "id" : "uk_gov",</span>
<span class="err"> "proportion": 0.025,</span>
<span class="err"> "priorityWords": [</span>
<span class="err"> "government",</span>
<span class="err"> "parlament",</span>
<span class="err"> "house",</span>
<span class="err"> "lord",</span>
<span class="err"> "mp",</span>
<span class="err"> "clegg",</span>
<span class="err"> "cameron",</span>
<span class="err"> "prime",</span>
<span class="err"> "minister"</span>
<span class="err"> ]</span>
<span class="err"> },</span>
<span class="err"> {</span>
<span class="err"> "id" : "us_health",</span>
<span class="err"> "proportion": 0.025,</span>
<span class="err"> "priorityWords": [</span>
<span class="err"> "government",</span>
<span class="err"> "healthcare",</span>
<span class="err"> "health",</span>
<span class="err"> "care",</span>
<span class="err"> "obamacare",</span>
<span class="err"> "bill",</span>
<span class="err"> "federal",</span>
<span class="err"> "medical",</span>
<span class="err"> "plan",</span>
<span class="err"> "law"</span>
<span class="err"> ]</span>
<span class="err"> },</span>
<span class="err"> {</span>
<span class="err"> "id" : "film",</span>
<span class="err"> "proportion": 0.025,</span>
<span class="err"> "priorityWords": [</span>
<span class="err"> "movie",</span>
<span class="err"> "film",</span>
<span class="err"> "star",</span>
<span class="err"> "red",</span>
<span class="err"> "carpet"</span>
<span class="err"> ]</span>
<span class="err"> },</span>
<span class="err"> {</span>
<span class="err"> "id" : "music",</span>
<span class="err"> "proportion": 0.025,</span>
<span class="err"> "priorityWords": [</span>
<span class="err"> "music",</span>
<span class="err"> "album",</span>
<span class="err"> "star",</span>
<span class="err"> "stage",</span>
<span class="err"> "concert",</span>
<span class="err"> "singer"</span>
<span class="err"> ]</span>
<span class="err"> },</span>
<span class="err"> {</span>
<span class="err"> "id" : "sports",</span>
<span class="err"> "proportion": 0.025,</span>
<span class="err"> "priorityWords": [</span>
<span class="err"> "play",</span>
<span class="err"> "club",</span>
<span class="err"> "star",</span>
<span class="err"> "striker",</span>
<span class="err"> "football",</span>
<span class="err"> "premier",</span>
<span class="err"> "final"</span>
<span class="err"> ]</span>
<span class="err"> },</span>
<span class="err"> {</span>
<span class="err"> "id" : "protests",</span>
<span class="err"> "proportion": 0.025,</span>
<span class="err"> "priorityWords": [</span>
<span class="err"> "government",</span>
<span class="err"> "protest",</span>
<span class="err"> "police",</span>
<span class="err"> "clashes",</span>
<span class="err"> "anti",</span>
<span class="err"> "streets"</span>
<span class="err"> ]</span>
<span class="err"> },</span>
<span class="err"> {</span>
<span class="err"> "id" : "other",</span>
<span class="err"> "count": 15,</span>
<span class="err"> "proportion": 0.025</span>
<span class="err"> }</span>
<span class="err">]</span>
</code></pre></div>
<p>Here are the inferred topics for our configuration:</p>
<div class="highlight"><pre><span></span><code><span class="err">-------------------------------------------------------------------</span>
<span class="c1">#: 0001 P: .1980 noise</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="nf">.0063</span> <span class="no">people</span> <span class="no">.0058</span> <span class="no">work</span> <span class="no">.0048</span> <span class="no">story</span> <span class="no">.0038</span> <span class="no">long</span>
<span class="nf">.0035</span> <span class="no">think</span> <span class="no">.0034</span> <span class="no">good</span> <span class="no">.0034</span> <span class="no">article</span> <span class="no">.0033</span> <span class="no">start</span>
<span class="nf">.0031</span> <span class="no">made</span> <span class="no">.0030</span> <span class="no">right</span> <span class="no">.0028</span> <span class="no">find</span> <span class="no">.0026</span> <span class="no">very</span>
<span class="nf">.0024</span> <span class="no">change</span> <span class="no">.0023</span> <span class="no">best</span> <span class="no">.0023</span> <span class="no">might</span> <span class="no">.0023</span> <span class="no">part</span>
<span class="nf">.0022</span> <span class="no">help</span> <span class="no">.0022</span> <span class="no">question</span> <span class="no">.0022</span> <span class="no">called</span> <span class="no">.0021</span> <span class="no">run</span>
<span class="nf">.0021</span> <span class="no">place</span> <span class="no">.0021</span> <span class="no">life</span> <span class="no">.0019</span> <span class="no">past</span> <span class="no">.0019</span> <span class="no">believe</span>
<span class="nf">.0018</span> <span class="no">little</span> <span class="no">.0018</span> <span class="no">turned</span> <span class="no">.0018</span> <span class="no">less</span> <span class="no">.0018</span> <span class="no">different</span>
<span class="nf">.0018</span> <span class="no">general</span> <span class="no">.0018</span> <span class="no">great</span> <span class="no">.0018</span> <span class="no">means</span> <span class="no">.0017</span> <span class="no">big</span>
<span class="nf">.0017</span> <span class="no">point</span> <span class="no">.0017</span> <span class="no">important</span> <span class="no">.0017</span> <span class="no">continue</span> <span class="no">.0017</span> <span class="no">problem</span>
<span class="nf">.0017</span> <span class="no">each</span> <span class="no">.0016</span> <span class="no">person</span> <span class="no">.0016</span> <span class="no">ago</span> <span class="no">.0016</span> <span class="no">better</span>
<span class="nf">.0016</span> <span class="no">money</span> <span class="no">.0016</span> <span class="no">complete</span> <span class="no">.0016</span> <span class="no">hope</span> <span class="no">.0016</span> <span class="no">success</span>
<span class="nf">.0016</span> <span class="no">reason</span> <span class="no">.0016</span> <span class="no">same</span> <span class="no">.0016</span> <span class="no">book</span> <span class="no">.0016</span> <span class="no">hand</span>
<span class="nf">.0016</span> <span class="no">watch</span> <span class="no">.0016</span> <span class="no">open</span> <span class="no">.0016</span> <span class="no">power</span> <span class="no">.0016</span> <span class="no">let</span>
<span class="nf">.0016</span> <span class="no">something</span> <span class="no">.0015</span> <span class="no">actually</span> <span class="no">.0015</span> <span class="no">name</span> <span class="no">.0015</span> <span class="no">old</span>
<span class="nf">.0015</span> <span class="no">fact</span> <span class="no">.0014</span> <span class="no">number</span> <span class="no">.0014</span> <span class="no">high</span> <span class="no">.0014</span> <span class="no">trying</span>
<span class="nf">.0014</span> <span class="no">feel</span> <span class="no">.0014</span> <span class="no">without</span> <span class="no">.0014</span> <span class="no">often</span> <span class="no">.0014</span> <span class="no">lot</span>
<span class="nf">.0014</span> <span class="no">job</span> <span class="no">.0014</span> <span class="no">happened</span> <span class="no">.0014</span> <span class="no">term</span> <span class="no">.0014</span> <span class="no">explains</span>
<span class="nf">.0013</span> <span class="no">history</span> <span class="no">.0013</span> <span class="no">bad</span> <span class="no">.0013</span> <span class="no">critical</span> <span class="no">.0013</span> <span class="no">leading</span>
<span class="nf">.0013</span> <span class="no">possible</span> <span class="no">.0013</span> <span class="no">idea</span> <span class="no">.0013</span> <span class="no">never</span> <span class="no">.0013</span> <span class="no">hard</span>
<span class="nf">.0013</span> <span class="no">major</span> <span class="no">.0013</span> <span class="no">enough</span> <span class="no">.0013</span> <span class="no">tell</span> <span class="no">.0012</span> <span class="no">effect</span>
<span class="nf">.0012</span> <span class="no">view</span> <span class="no">.0012</span> <span class="no">head</span> <span class="no">.0012</span> <span class="no">known</span> <span class="no">.0012</span> <span class="no">free</span>
<span class="nf">.0012</span> <span class="no">course</span> <span class="no">.0012</span> <span class="no">review</span> <span class="no">.0012</span> <span class="no">position</span> <span class="no">.0012</span> <span class="no">almost</span>
<span class="nf">.0012</span> <span class="no">face</span> <span class="no">.0012</span> <span class="no">keep</span> <span class="no">.0012</span> <span class="no">whether</span> <span class="no">.0012</span> <span class="no">thought</span>
<span class="nf">.0011</span> <span class="no">short</span> <span class="no">.0011</span> <span class="no">cover</span> <span class="no">.0011</span> <span class="no">interest</span> <span class="no">.0011</span> <span class="no">response</span>
<span class="nf">.0011</span> <span class="no">created</span> <span class="no">.0011</span> <span class="no">bring</span> <span class="no">.0011</span> <span class="no">conversati</span> <span class="no">.0011</span> <span class="no">events</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="c1">#: 0002 P: .0423 us_gov</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="nf">.0298</span> <span class="no">call</span> <span class="no">.0274</span> <span class="no">president</span> <span class="no">.0252</span> <span class="no">executive</span> <span class="no">.0221</span> <span class="no">chief</span>
<span class="nf">.0197</span> <span class="no">conference</span> <span class="no">.0195</span> <span class="no">officer</span> <span class="no">.0186</span> <span class="no">syria</span> <span class="no">.0182</span> <span class="no">research</span>
<span class="nf">.0167</span> <span class="no">earnings</span> <span class="no">.0165</span> <span class="no">division</span> <span class="no">.0132</span> <span class="no">peace</span> <span class="no">.0126</span> <span class="no">operator</span>
<span class="nf">.0108</span> <span class="no">syrian</span> <span class="no">.0104</span> <span class="no">financial</span> <span class="no">.0095</span> <span class="no">vice</span> <span class="no">.0093</span> <span class="no">discusses</span>
<span class="nf">.0092</span> <span class="no">results</span> <span class="no">.0088</span> <span class="no">q4</span> <span class="no">.0088</span> <span class="no">john</span> <span class="no">.0081</span> <span class="no">ceo</span>
<span class="nf">.0078</span> <span class="no">inc</span> <span class="no">.0076</span> <span class="no">assad</span> <span class="no">.0075</span> <span class="no">state</span> <span class="no">.0074</span> <span class="no">government</span>
<span class="nf">.0074</span> <span class="no">presentati</span> <span class="no">.0072</span> <span class="no">chairman</span> <span class="no">.0070</span> <span class="no">bank</span> <span class="no">.0063</span> <span class="no">obama</span>
<span class="nf">.0062</span> <span class="no">welcome</span> <span class="no">.0060</span> <span class="no">analysts</span> <span class="no">.0060</span> <span class="no">republican</span> <span class="no">.0060</span> <span class="no">transcript</span>
<span class="nf">.0056</span> <span class="no">good</span> <span class="no">.0056</span> <span class="no">war</span> <span class="no">.0055</span> <span class="no">management</span> <span class="no">.0052</span> <span class="no">party</span>
<span class="nf">.0049</span> <span class="no">relations</span> <span class="no">.0048</span> <span class="no">director</span> <span class="no">.0047</span> <span class="no">thank</span> <span class="no">.0047</span> <span class="no">senate</span>
<span class="nf">.0046</span> <span class="no">capital</span> <span class="no">.0044</span> <span class="no">secretary</span> <span class="no">.0044</span> <span class="no">christie</span> <span class="no">.0044</span> <span class="no">group</span>
<span class="nf">.0044</span> <span class="no">chris</span> <span class="no">.0044</span> <span class="no">morgan</span> <span class="no">.0043</span> <span class="no">quarter</span> <span class="no">.0043</span> <span class="no">switzerlan</span>
<span class="nf">.0043</span> <span class="no">democrat</span> <span class="no">.0041</span> <span class="no">corporatio</span> <span class="no">.0041</span> <span class="no">bashar</span> <span class="no">.0040</span> <span class="no">senior</span>
<span class="nf">.0038</span> <span class="no">investor</span> <span class="no">.0038</span> <span class="no">complete</span> <span class="no">.0037</span> <span class="no">james</span> <span class="no">.0036</span> <span class="no">story</span>
<span class="nf">.0036</span> <span class="no">al</span> <span class="no">.0035</span> <span class="no">opposition</span> <span class="no">.0035</span> <span class="no">instructio</span> <span class="no">.0035</span> <span class="no">conflict</span>
<span class="nf">.0035</span> <span class="no">kerry</span> <span class="no">.0035</span> <span class="no">david</span> <span class="no">.0034</span> <span class="no">mr</span> <span class="no">.0033</span> <span class="no">securities</span>
<span class="nf">.0032</span> <span class="no">civil</span> <span class="no">.0032</span> <span class="no">participan</span> <span class="no">.0032</span> <span class="no">geneva</span> <span class="no">.0030</span> <span class="no">iran</span>
<span class="nf">.0030</span> <span class="no">markets</span> <span class="no">.0029</span> <span class="no">member</span> <span class="no">.0028</span> <span class="no">recorded</span> <span class="no">.0028</span> <span class="no">governor</span>
<span class="nf">.0028</span> <span class="no">william</span> <span class="no">.0028</span> <span class="no">partners</span> <span class="no">.0027</span> <span class="no">stanley</span> <span class="no">.0027</span> <span class="no">internatio</span>
<span class="nf">.0026</span> <span class="no">robert</span> <span class="no">.0026</span> <span class="no">company</span> <span class="no">.0026</span> <span class="no">un</span> <span class="no">.0026</span> <span class="no">turn</span>
<span class="nf">.0025</span> <span class="no">paul</span> <span class="no">.0025</span> <span class="no">michael</span> <span class="no">.0025</span> <span class="no">appointed</span> <span class="no">.0025</span> <span class="no">begin</span>
<span class="nf">.0025</span> <span class="no">opening</span> <span class="no">.0025</span> <span class="no">suisse</span> <span class="no">.0024</span> <span class="no">ag</span> <span class="no">.0024</span> <span class="no">jersey</span>
<span class="nf">.0023</span> <span class="no">moon</span> <span class="no">.0022</span> <span class="no">general</span> <span class="no">.0022</span> <span class="no">lynch</span> <span class="no">.0022</span> <span class="no">ban</span>
<span class="nf">.0021</span> <span class="no">gov</span> <span class="no">.0021</span> <span class="no">ki</span> <span class="no">.0021</span> <span class="no">webcast</span> <span class="no">.0021</span> <span class="no">goldman</span>
<span class="nf">.0021</span> <span class="no">committee</span> <span class="no">.0020</span> <span class="no">sachs</span> <span class="no">.0020</span> <span class="no">ladies</span> <span class="no">.0020</span> <span class="no">montreux</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="c1">#: 0003 P: .0382 uk_gov</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="nf">.0223</span> <span class="no">minister</span> <span class="no">.0199</span> <span class="no">party</span> <span class="no">.0148</span> <span class="no">government</span> <span class="no">.0134</span> <span class="no">prime</span>
<span class="nf">.0130</span> <span class="no">lord</span> <span class="no">.0130</span> <span class="no">political</span> <span class="no">.0120</span> <span class="no">mp</span> <span class="no">.0100</span> <span class="no">clegg</span>
<span class="nf">.0090</span> <span class="no">election</span> <span class="no">.0087</span> <span class="no">women</span> <span class="no">.0086</span> <span class="no">european</span> <span class="no">.0085</span> <span class="no">house</span>
<span class="nf">.0083</span> <span class="no">leader</span> <span class="no">.0081</span> <span class="no">country</span> <span class="no">.0079</span> <span class="no">cameron</span> <span class="no">.0073</span> <span class="no">rennard</span>
<span class="nf">.0073</span> <span class="no">claims</span> <span class="no">.0070</span> <span class="no">uk</span> <span class="no">.0065</span> <span class="no">eu</span> <span class="no">.0064</span> <span class="no">union</span>
<span class="nf">.0058</span> <span class="no">britain</span> <span class="no">.0057</span> <span class="no">labour</span> <span class="no">.0055</span> <span class="no">lib</span> <span class="no">.0055</span> <span class="no">support</span>
<span class="nf">.0055</span> <span class="no">democrats</span> <span class="no">.0054</span> <span class="no">dems</span> <span class="no">.0053</span> <span class="no">nick</span> <span class="no">.0053</span> <span class="no">accused</span>
<span class="nf">.0052</span> <span class="no">against</span> <span class="no">.0051</span> <span class="no">campaign</span> <span class="no">.0050</span> <span class="no">vote</span> <span class="no">.0047</span> <span class="no">liberal</span>
<span class="nf">.0046</span> <span class="no">tory</span> <span class="no">.0046</span> <span class="no">conservati</span> <span class="no">.0046</span> <span class="no">david</span> <span class="no">.0046</span> <span class="no">warned</span>
<span class="nf">.0044</span> <span class="no">president</span> <span class="no">.0044</span> <span class="no">gay</span> <span class="no">.0044</span> <span class="no">called</span> <span class="no">.0043</span> <span class="no">benefits</span>
<span class="nf">.0042</span> <span class="no">sexual</span> <span class="no">.0041</span> <span class="no">parliament</span> <span class="no">.0041</span> <span class="no">ruling</span> <span class="no">.0041</span> <span class="no">sex</span>
<span class="nf">.0041</span> <span class="no">public</span> <span class="no">.0040</span> <span class="no">allegation</span> <span class="no">.0040</span> <span class="no">independen</span> <span class="no">.0040</span> <span class="no">right</span>
<span class="nf">.0040</span> <span class="no">face</span> <span class="no">.0039</span> <span class="no">urged</span> <span class="no">.0037</span> <span class="no">greece</span> <span class="no">.0037</span> <span class="no">former</span>
<span class="nf">.0037</span> <span class="no">men</span> <span class="no">.0037</span> <span class="no">legal</span> <span class="no">.0037</span> <span class="no">foreign</span> <span class="no">.0036</span> <span class="no">crisis</span>
<span class="nf">.0035</span> <span class="no">action</span> <span class="no">.0034</span> <span class="no">secretary</span> <span class="no">.0034</span> <span class="no">refugees</span> <span class="no">.0034</span> <span class="no">female</span>
<span class="nf">.0033</span> <span class="no">peer</span> <span class="no">.0033</span> <span class="no">reform</span> <span class="no">.0032</span> <span class="no">ukip</span> <span class="no">.0032</span> <span class="no">politician</span>
<span class="nf">.0032</span> <span class="no">parlament_</span> <span class="no">.0032</span> <span class="no">harassment</span> <span class="no">.0031</span> <span class="no">japan</span> <span class="no">.0031</span> <span class="no">visit</span>
<span class="nf">.0031</span> <span class="no">lloyds</span> <span class="no">.0031</span> <span class="no">suspended</span> <span class="no">.0030</span> <span class="no">leading</span> <span class="no">.0030</span> <span class="no">members</span>
<span class="nf">.0030</span> <span class="no">immigratio</span> <span class="no">.0030</span> <span class="no">decision</span> <span class="no">.0030</span> <span class="no">row</span> <span class="no">.0029</span> <span class="no">told</span>
<span class="nf">.0029</span> <span class="no">french</span> <span class="no">.0029</span> <span class="no">power</span> <span class="no">.0029</span> <span class="no">abe</span> <span class="no">.0028</span> <span class="no">group</span>
<span class="nf">.0028</span> <span class="no">refused</span> <span class="no">.0028</span> <span class="no">brussels</span> <span class="no">.0028</span> <span class="no">street</span> <span class="no">.0027</span> <span class="no">scotland</span>
<span class="nf">.0027</span> <span class="no">reuters</span> <span class="no">.0027</span> <span class="no">questions</span> <span class="no">.0027</span> <span class="no">miliband</span> <span class="no">.0026</span> <span class="no">people</span>
<span class="nf">.0026</span> <span class="no">europe</span> <span class="no">.0026</span> <span class="no">commons</span> <span class="no">.0026</span> <span class="no">local</span> <span class="no">.0026</span> <span class="no">london</span>
<span class="nf">.0025</span> <span class="no">investigat</span> <span class="no">.0025</span> <span class="no">marriage</span> <span class="no">.0025</span> <span class="no">organisati</span> <span class="no">.0025</span> <span class="no">resigned</span>
<span class="nf">.0024</span> <span class="no">british</span> <span class="no">.0024</span> <span class="no">ed</span> <span class="no">.0024</span> <span class="no">anti</span> <span class="no">.0024</span> <span class="no">report</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="c1">#: 0004 P: .0450 us_health</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="nf">.0170</span> <span class="no">health</span> <span class="no">.0158</span> <span class="no">energy</span> <span class="no">.0153</span> <span class="no">court</span> <span class="no">.0149</span> <span class="no">government</span>
<span class="nf">.0140</span> <span class="no">law</span> <span class="no">.0129</span> <span class="no">plans</span> <span class="no">.0125</span> <span class="no">state</span> <span class="no">.0122</span> <span class="no">bill</span>
<span class="nf">.0105</span> <span class="no">care</span> <span class="no">.0100</span> <span class="no">u.s.</span> <span class="no">.0100</span> <span class="no">rules</span> <span class="no">.0092</span> <span class="no">federal</span>
<span class="nf">.0081</span> <span class="no">tax</span> <span class="no">.0078</span> <span class="no">targets</span> <span class="no">.0078</span> <span class="no">public</span> <span class="no">.0076</span> <span class="no">change</span>
<span class="nf">.0075</span> <span class="no">cut</span> <span class="no">.0074</span> <span class="no">medical</span> <span class="no">.0072</span> <span class="no">eu</span> <span class="no">.0071</span> <span class="no">pay</span>
<span class="nf">.0061</span> <span class="no">workers</span> <span class="no">.0060</span> <span class="no">commission</span> <span class="no">.0059</span> <span class="no">legal</span> <span class="no">.0058</span> <span class="no">supreme</span>
<span class="nf">.0057</span> <span class="no">union</span> <span class="no">.0056</span> <span class="no">healthcare</span> <span class="no">.0056</span> <span class="no">proposed</span> <span class="no">.0054</span> <span class="no">patients</span>
<span class="nf">.0054</span> <span class="no">cost</span> <span class="no">.0054</span> <span class="no">approval</span> <span class="no">.0053</span> <span class="no">climate</span> <span class="no">.0052</span> <span class="no">drug</span>
<span class="nf">.0049</span> <span class="no">judge</span> <span class="no">.0049</span> <span class="no">renewable</span> <span class="no">.0049</span> <span class="no">power</span> <span class="no">.0049</span> <span class="no">pension</span>
<span class="nf">.0048</span> <span class="no">national</span> <span class="no">.0046</span> <span class="no">companies</span> <span class="no">.0044</span> <span class="no">part</span> <span class="no">.0044</span> <span class="no">united</span>
<span class="nf">.0044</span> <span class="no">obamacare</span> <span class="no">.0044</span> <span class="no">insurance</span> <span class="no">.0043</span> <span class="no">european</span> <span class="no">.0042</span> <span class="no">filed</span>
<span class="nf">.0042</span> <span class="no">wage</span> <span class="no">.0041</span> <span class="no">case</span> <span class="no">.0040</span> <span class="no">appeal</span> <span class="no">.0039</span> <span class="no">obama</span>
<span class="nf">.0038</span> <span class="no">article</span> <span class="no">.0036</span> <span class="no">uk</span> <span class="no">.0036</span> <span class="no">retirement</span> <span class="no">.0035</span> <span class="no">administra</span>
<span class="nf">.0035</span> <span class="no">challenge</span> <span class="no">.0035</span> <span class="no">report</span> <span class="no">.0034</span> <span class="no">reuters</span> <span class="no">.0034</span> <span class="no">claims</span>
<span class="nf">.0034</span> <span class="no">warned</span> <span class="no">.0034</span> <span class="no">firm</span> <span class="no">.0033</span> <span class="no">system</span> <span class="no">.0033</span> <span class="no">required</span>
<span class="nf">.0033</span> <span class="no">according</span> <span class="no">.0033</span> <span class="no">justice</span> <span class="no">.0032</span> <span class="no">high</span> <span class="no">.0032</span> <span class="no">reform</span>
<span class="nf">.0030</span> <span class="no">american</span> <span class="no">.0030</span> <span class="no">protect</span> <span class="no">.0030</span> <span class="no">hospital</span> <span class="no">.0029</span> <span class="no">emissions</span>
<span class="nf">.0029</span> <span class="no">policy</span> <span class="no">.0029</span> <span class="no">washington</span> <span class="no">.0029</span> <span class="no">seeking</span> <span class="no">.0029</span> <span class="no">issues</span>
<span class="nf">.0028</span> <span class="no">allow</span> <span class="no">.0028</span> <span class="no">regulators</span> <span class="no">.0027</span> <span class="no">delay</span> <span class="no">.0027</span> <span class="no">against</span>
<span class="nf">.0027</span> <span class="no">percent</span> <span class="no">.0026</span> <span class="no">president</span> <span class="no">.0026</span> <span class="no">forced</span> <span class="no">.0025</span> <span class="no">council</span>
<span class="nf">.0025</span> <span class="no">minimum</span> <span class="no">.0025</span> <span class="no">panel</span> <span class="no">.0025</span> <span class="no">fda</span> <span class="no">.0025</span> <span class="no">lawsuit</span>
<span class="nf">.0024</span> <span class="no">secretary</span> <span class="no">.0024</span> <span class="no">measures</span> <span class="no">.0024</span> <span class="no">decision</span> <span class="no">.0024</span> <span class="no">increase</span>
<span class="nf">.0024</span> <span class="no">collection</span> <span class="no">.0024</span> <span class="no">audit</span> <span class="no">.0024</span> <span class="no">doctor</span> <span class="no">.0023</span> <span class="no">considered</span>
<span class="nf">.0023</span> <span class="no">enforcemen</span> <span class="no">.0023</span> <span class="no">goals</span> <span class="no">.0023</span> <span class="no">bosses</span> <span class="no">.0023</span> <span class="no">address</span>
<span class="nf">.0023</span> <span class="no">reduce</span> <span class="no">.0022</span> <span class="no">deal</span> <span class="no">.0022</span> <span class="no">gas</span> <span class="no">.0022</span> <span class="no">face</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="c1">#: 0005 P: .0303 film</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="nf">.0312</span> <span class="no">film</span> <span class="no">.0253</span> <span class="no">star</span> <span class="no">.0201</span> <span class="no">movie</span> <span class="no">.0171</span> <span class="no">awards</span>
<span class="nf">.0147</span> <span class="no">red</span> <span class="no">.0128</span> <span class="no">street</span> <span class="no">.0115</span> <span class="no">carpet</span> <span class="no">.0103</span> <span class="no">glass</span>
<span class="nf">.0086</span> <span class="no">wall</span> <span class="no">.0083</span> <span class="no">revealed</span> <span class="no">.0080</span> <span class="no">television</span> <span class="no">.0080</span> <span class="no">man</span>
<span class="nf">.0078</span> <span class="no">series</span> <span class="no">.0071</span> <span class="no">celebrity</span> <span class="no">.0069</span> <span class="no">big</span> <span class="no">.0067</span> <span class="no">night</span>
<span class="nf">.0065</span> <span class="no">tv</span> <span class="no">.0061</span> <span class="no">sundance</span> <span class="no">.0058</span> <span class="no">national</span> <span class="no">.0058</span> <span class="no">screen</span>
<span class="nf">.0057</span> <span class="no">oscar</span> <span class="no">.0056</span> <span class="no">wolf</span> <span class="no">.0054</span> <span class="no">theater</span> <span class="no">.0051</span> <span class="no">hill</span>
<span class="nf">.0049</span> <span class="no">girl</span> <span class="no">.0049</span> <span class="no">google</span> <span class="no">.0048</span> <span class="no">festival</span> <span class="no">.0048</span> <span class="no">season</span>
<span class="nf">.0047</span> <span class="no">hollywood</span> <span class="no">.0046</span> <span class="no">actor</span> <span class="no">.0045</span> <span class="no">wearing</span> <span class="no">.0043</span> <span class="no">documentar</span>
<span class="nf">.0043</span> <span class="no">watch</span> <span class="no">.0039</span> <span class="no">tonight</span> <span class="no">.0039</span> <span class="no">episode</span> <span class="no">.0038</span> <span class="no">nominated</span>
<span class="nf">.0037</span> <span class="no">jennifer</span> <span class="no">.0037</span> <span class="no">actress</span> <span class="no">.0036</span> <span class="no">robert</span> <span class="no">.0035</span> <span class="no">director</span>
<span class="nf">.0035</span> <span class="no">drama</span> <span class="no">.0035</span> <span class="no">best</span> <span class="no">.0034</span> <span class="no">character</span> <span class="no">.0034</span> <span class="no">disney</span>
<span class="nf">.0033</span> <span class="no">fans</span> <span class="no">.0033</span> <span class="no">role</span> <span class="no">.0033</span> <span class="no">sherlock</span> <span class="no">.0033</span> <span class="no">play</span>
<span class="nf">.0032</span> <span class="no">life</span> <span class="no">.0031</span> <span class="no">script</span> <span class="no">.0031</span> <span class="no">cast</span> <span class="no">.0031</span> <span class="no">ntas</span>
<span class="nf">.0031</span> <span class="no">homeland</span> <span class="no">.0031</span> <span class="no">baby</span> <span class="no">.0030</span> <span class="no">viewers</span> <span class="no">.0030</span> <span class="no">hateful</span>
<span class="nf">.0030</span> <span class="no">leak</span> <span class="no">.0030</span> <span class="no">featuring</span> <span class="no">.0029</span> <span class="no">tarantino</span> <span class="no">.0029</span> <span class="no">confirmed</span>
<span class="nf">.0029</span> <span class="no">lawrence</span> <span class="no">.0028</span> <span class="no">hit</span> <span class="no">.0028</span> <span class="no">house</span> <span class="no">.0028</span> <span class="no">winner</span>
<span class="nf">.0028</span> <span class="no">brother</span> <span class="no">.0028</span> <span class="no">love</span> <span class="no">.0027</span> <span class="no">son</span> <span class="no">.0027</span> <span class="no">ok</span>
<span class="nf">.0026</span> <span class="no">park</span> <span class="no">.0026</span> <span class="no">winning</span> <span class="no">.0026</span> <span class="no">perry</span> <span class="no">.0026</span> <span class="no">wife</span>
<span class="nf">.0026</span> <span class="no">picture</span> <span class="no">.0025</span> <span class="no">jonah</span> <span class="no">.0025</span> <span class="no">animated</span> <span class="no">.0025</span> <span class="no">video</span>
<span class="nf">.0025</span> <span class="no">beauty</span> <span class="no">.0024</span> <span class="no">ohio</span> <span class="no">.0024</span> <span class="no">filmmaker</span> <span class="no">.0024</span> <span class="no">katy</span>
<span class="nf">.0024</span> <span class="no">jack</span> <span class="no">.0024</span> <span class="no">scene</span> <span class="no">.0023</span> <span class="no">lohan</span> <span class="no">.0023</span> <span class="no">city</span>
<span class="nf">.0023</span> <span class="no">martin</span> <span class="no">.0023</span> <span class="no">dress</span> <span class="no">.0022</span> <span class="no">shock</span> <span class="no">.0022</span> <span class="no">quentin</span>
<span class="nf">.0022</span> <span class="no">twitter</span> <span class="no">.0022</span> <span class="no">london</span> <span class="no">.0022</span> <span class="no">nbc</span> <span class="no">.0022</span> <span class="no">expecting</span>
<span class="nf">.0021</span> <span class="no">scorsese</span> <span class="no">.0021</span> <span class="no">lindsay</span> <span class="no">.0020</span> <span class="no">appear</span> <span class="no">.0020</span> <span class="no">sag</span>
<span class="nf">.0020</span> <span class="no">comedy</span> <span class="no">.0020</span> <span class="no">producer</span> <span class="no">.0020</span> <span class="no">sam</span> <span class="no">.0019</span> <span class="no">cooper</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="c1">#: 0006 P: .0203 music</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="nf">.0375</span> <span class="no">music</span> <span class="no">.0209</span> <span class="no">star</span> <span class="no">.0168</span> <span class="no">stage</span> <span class="no">.0164</span> <span class="no">album</span>
<span class="nf">.0159</span> <span class="no">singer</span> <span class="no">.0126</span> <span class="no">concert</span> <span class="no">.0099</span> <span class="no">beats</span> <span class="no">.0089</span> <span class="no">record</span>
<span class="nf">.0085</span> <span class="no">performanc</span> <span class="no">.0083</span> <span class="no">tour</span> <span class="no">.0076</span> <span class="no">breaking</span> <span class="no">.0068</span> <span class="no">voice</span>
<span class="nf">.0067</span> <span class="no">dance</span> <span class="no">.0066</span> <span class="no">band</span> <span class="no">.0065</span> <span class="no">video</span> <span class="no">.0064</span> <span class="no">grammy</span>
<span class="nf">.0059</span> <span class="no">awards</span> <span class="no">.0059</span> <span class="no">radio</span> <span class="no">.0059</span> <span class="no">appear</span> <span class="no">.0055</span> <span class="no">artist</span>
<span class="nf">.0054</span> <span class="no">celebrity</span> <span class="no">.0054</span> <span class="no">art</span> <span class="no">.0053</span> <span class="no">bbc</span> <span class="no">.0051</span> <span class="no">play</span>
<span class="nf">.0050</span> <span class="no">join</span> <span class="no">.0048</span> <span class="no">launch</span> <span class="no">.0047</span> <span class="no">pop</span> <span class="no">.0047</span> <span class="no">talent</span>
<span class="nf">.0046</span> <span class="no">anniversar</span> <span class="no">.0045</span> <span class="no">british</span> <span class="no">.0045</span> <span class="no">song</span> <span class="no">.0044</span> <span class="no">beatles</span>
<span class="nf">.0042</span> <span class="no">festival</span> <span class="no">.0040</span> <span class="no">mark</span> <span class="no">.0040</span> <span class="no">inspired</span> <span class="no">.0040</span> <span class="no">debut</span>
<span class="nf">.0038</span> <span class="no">listen</span> <span class="no">.0037</span> <span class="no">members</span> <span class="no">.0034</span> <span class="no">event</span> <span class="no">.0034</span> <span class="no">twitter</span>
<span class="nf">.0033</span> <span class="no">tv</span> <span class="no">.0033</span> <span class="no">best</span> <span class="no">.0032</span> <span class="no">paul</span> <span class="no">.0032</span> <span class="no">bruce</span>
<span class="nf">.0031</span> <span class="no">release</span> <span class="no">.0031</span> <span class="no">broadcast</span> <span class="no">.0031</span> <span class="no">bill</span> <span class="no">.0031</span> <span class="no">human</span>
<span class="nf">.0030</span> <span class="no">david</span> <span class="no">.0030</span> <span class="no">special</span> <span class="no">.0030</span> <span class="no">fans</span> <span class="no">.0030</span> <span class="no">night</span>
<span class="nf">.0029</span> <span class="no">track</span> <span class="no">.0029</span> <span class="no">hip</span> <span class="no">.0029</span> <span class="no">boy</span> <span class="no">.0028</span> <span class="no">winning</span>
<span class="nf">.0028</span> <span class="no">culture</span> <span class="no">.0028</span> <span class="no">spotify</span> <span class="no">.0028</span> <span class="no">moors</span> <span class="no">.0028</span> <span class="no">ian</span>
<span class="nf">.0028</span> <span class="no">internatio</span> <span class="no">.0026</span> <span class="no">angeles</span> <span class="no">.0026</span> <span class="no">horses</span> <span class="no">.0026</span> <span class="no">classic</span>
<span class="nf">.0026</span> <span class="no">york</span> <span class="no">.0026</span> <span class="no">single</span> <span class="no">.0025</span> <span class="no">bump</span> <span class="no">.0025</span> <span class="no">kylie</span>
<span class="nf">.0025</span> <span class="no">present</span> <span class="no">.0025</span> <span class="no">london</span> <span class="no">.0025</span> <span class="no">sir</span> <span class="no">.0025</span> <span class="no">land</span>
<span class="nf">.0025</span> <span class="no">murderer</span> <span class="no">.0025</span> <span class="no">streaming</span> <span class="no">.0025</span> <span class="no">solo</span> <span class="no">.0025</span> <span class="no">neil</span>
<span class="nf">.0025</span> <span class="no">cyrus</span> <span class="no">.0025</span> <span class="no">black</span> <span class="no">.0024</span> <span class="no">singing</span> <span class="no">.0024</span> <span class="no">contest</span>
<span class="nf">.0024</span> <span class="no">pussy</span> <span class="no">.0024</span> <span class="no">love</span> <span class="no">.0024</span> <span class="no">riot</span> <span class="no">.0024</span> <span class="no">cbs</span>
<span class="nf">.0024</span> <span class="no">tribute</span> <span class="no">.0023</span> <span class="no">age</span> <span class="no">.0023</span> <span class="no">musician</span> <span class="no">.0023</span> <span class="no">comics</span>
<span class="nf">.0023</span> <span class="no">ban</span> <span class="no">.0022</span> <span class="no">winner</span> <span class="no">.0022</span> <span class="no">george</span> <span class="no">.0022</span> <span class="no">honor</span>
<span class="nf">.0022</span> <span class="no">bones</span> <span class="no">.0022</span> <span class="no">home</span> <span class="no">.0022</span> <span class="no">museum</span> <span class="no">.0022</span> <span class="no">producer</span>
<span class="nf">.0022</span> <span class="no">hopes</span> <span class="no">.0022</span> <span class="no">rock</span> <span class="no">.0021</span> <span class="no">pursue</span> <span class="no">.0020</span> <span class="no">signed</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="c1">#: 0007 P: .0248 sports</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="nf">.0251</span> <span class="no">united</span> <span class="no">.0188</span> <span class="no">club</span> <span class="no">.0168</span> <span class="no">football</span> <span class="no">.0163</span> <span class="no">play</span>
<span class="nf">.0155</span> <span class="no">manchester</span> <span class="no">.0145</span> <span class="no">star</span> <span class="no">.0138</span> <span class="no">final</span> <span class="no">.0118</span> <span class="no">striker</span>
<span class="nf">.0114</span> <span class="no">premier</span> <span class="no">.0108</span> <span class="no">chelsea</span> <span class="no">.0097</span> <span class="no">west</span> <span class="no">.0095</span> <span class="no">arsenal</span>
<span class="nf">.0083</span> <span class="no">former</span> <span class="no">.0081</span> <span class="no">transfer</span> <span class="no">.0081</span> <span class="no">city</span> <span class="no">.0074</span> <span class="no">man</span>
<span class="nf">.0070</span> <span class="no">abuse</span> <span class="no">.0069</span> <span class="no">player</span> <span class="no">.0066</span> <span class="no">twitter</span> <span class="no">.0062</span> <span class="no">open</span>
<span class="nf">.0061</span> <span class="no">game</span> <span class="no">.0059</span> <span class="no">mata</span> <span class="no">.0059</span> <span class="no">liverpool</span> <span class="no">.0057</span> <span class="no">league</span>
<span class="nf">.0056</span> <span class="no">charge</span> <span class="no">.0055</span> <span class="no">fans</span> <span class="no">.0055</span> <span class="no">anelka</span> <span class="no">.0055</span> <span class="no">sign</span>
<span class="nf">.0054</span> <span class="no">match</span> <span class="no">.0054</span> <span class="no">target</span> <span class="no">.0053</span> <span class="no">cup</span> <span class="no">.0052</span> <span class="no">deal</span>
<span class="nf">.0049</span> <span class="no">team</span> <span class="no">.0046</span> <span class="no">leave</span> <span class="no">.0045</span> <span class="no">season</span> <span class="no">.0044</span> <span class="no">australian</span>
<span class="nf">.0044</span> <span class="no">sherman</span> <span class="no">.0043</span> <span class="no">against</span> <span class="no">.0043</span> <span class="no">nfl</span> <span class="no">.0042</span> <span class="no">tottenham</span>
<span class="nf">.0041</span> <span class="no">collymore</span> <span class="no">.0041</span> <span class="no">defender</span> <span class="no">.0041</span> <span class="no">kim</span> <span class="no">.0040</span> <span class="no">report</span>
<span class="nf">.0039</span> <span class="no">federer</span> <span class="no">.0039</span> <span class="no">claims</span> <span class="no">.0039</span> <span class="no">juan</span> <span class="no">.0038</span> <span class="no">michael</span>
<span class="nf">.0037</span> <span class="no">gesture</span> <span class="no">.0037</span> <span class="no">madrid</span> <span class="no">.0037</span> <span class="no">san</span> <span class="no">.0037</span> <span class="no">champion</span>
<span class="nf">.0036</span> <span class="no">nicolas</span> <span class="no">.0035</span> <span class="no">kardashian</span> <span class="no">.0035</span> <span class="no">bid</span> <span class="no">.0035</span> <span class="no">missed</span>
<span class="nf">.0035</span> <span class="no">ham</span> <span class="no">.0034</span> <span class="no">sports</span> <span class="no">.0033</span> <span class="no">tweets</span> <span class="no">.0033</span> <span class="no">quenelle</span>
<span class="nf">.0033</span> <span class="no">stadium</span> <span class="no">.0032</span> <span class="no">murray</span> <span class="no">.0032</span> <span class="no">midfielder</span> <span class="no">.0031</span> <span class="no">kanye</span>
<span class="nf">.0031</span> <span class="no">david</span> <span class="no">.0030</span> <span class="no">andy</span> <span class="no">.0030</span> <span class="no">stan</span> <span class="no">.0029</span> <span class="no">race</span>
<span class="nf">.0028</span> <span class="no">fa</span> <span class="no">.0028</span> <span class="no">reportedly</span> <span class="no">.0027</span> <span class="no">richard</span> <span class="no">.0027</span> <span class="no">received</span>
<span class="nf">.0027</span> <span class="no">everton</span> <span class="no">.0027</span> <span class="no">sunderland</span> <span class="no">.0026</span> <span class="no">spurs</span> <span class="no">.0026</span> <span class="no">roger</span>
<span class="nf">.0026</span> <span class="no">made</span> <span class="no">.0025</span> <span class="no">goal</span> <span class="no">.0025</span> <span class="no">diego</span> <span class="no">.0025</span> <span class="no">round</span>
<span class="nf">.0025</span> <span class="no">sweeney</span> <span class="no">.0025</span> <span class="no">grand</span> <span class="no">.0024</span> <span class="no">real</span> <span class="no">.0024</span> <span class="no">seattle</span>
<span class="nf">.0023</span> <span class="no">coach</span> <span class="no">.0023</span> <span class="no">accused</span> <span class="no">.0023</span> <span class="no">racist</span> <span class="no">.0023</span> <span class="no">alison</span>
<span class="nf">.0023</span> <span class="no">video</span> <span class="no">.0022</span> <span class="no">hotspur</span> <span class="no">.0022</span> <span class="no">palace</span> <span class="no">.0021</span> <span class="no">bieber</span>
<span class="nf">.0021</span> <span class="no">reach</span> <span class="no">.0020</span> <span class="no">semi</span> <span class="no">.0020</span> <span class="no">french</span> <span class="no">.0020</span> <span class="no">championsh</span>
<span class="nf">.0020</span> <span class="no">messages</span> <span class="no">.0020</span> <span class="no">family</span> <span class="no">.0020</span> <span class="no">la</span> <span class="no">.0020</span> <span class="no">legend</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="c1">#: 0008 P: .0449 protests</span>
<span class="err">-------------------------------------------------------------------</span>
<span class="nf">.0374</span> <span class="no">police</span> <span class="no">.0353</span> <span class="no">protesters</span> <span class="no">.0180</span> <span class="no">killed</span> <span class="no">.0155</span> <span class="no">charged</span>
<span class="nf">.0148</span> <span class="no">government</span> <span class="no">.0116</span> <span class="no">ukraine</span> <span class="no">.0112</span> <span class="no">man</span> <span class="no">.0110</span> <span class="no">clashes</span>
<span class="nf">.0110</span> <span class="no">officer</span> <span class="no">.0108</span> <span class="no">anti</span> <span class="no">.0096</span> <span class="no">kiev</span> <span class="no">.0090</span> <span class="no">street</span>
<span class="nf">.0086</span> <span class="no">arrested</span> <span class="no">.0084</span> <span class="no">death</span> <span class="no">.0076</span> <span class="no">people</span> <span class="no">.0076</span> <span class="no">state</span>
<span class="nf">.0076</span> <span class="no">emergency</span> <span class="no">.0064</span> <span class="no">former</span> <span class="no">.0060</span> <span class="no">attack</span> <span class="no">.0058</span> <span class="no">shot</span>
<span class="nf">.0057</span> <span class="no">court</span> <span class="no">.0057</span> <span class="no">crime</span> <span class="no">.0057</span> <span class="no">wife</span> <span class="no">.0056</span> <span class="no">report</span>
<span class="nf">.0056</span> <span class="no">violence</span> <span class="no">.0054</span> <span class="no">prison</span> <span class="no">.0053</span> <span class="no">capital</span> <span class="no">.0052</span> <span class="no">ukrainian</span>
<span class="nf">.0051</span> <span class="no">murder</span> <span class="no">.0051</span> <span class="no">pakistan</span> <span class="no">.0049</span> <span class="no">executed</span> <span class="no">.0048</span> <span class="no">convicted</span>
<span class="nf">.0046</span> <span class="no">prosecutor</span> <span class="no">.0045</span> <span class="no">city</span> <span class="no">.0044</span> <span class="no">bomb</span> <span class="no">.0041</span> <span class="no">against</span>
<span class="nf">.0041</span> <span class="no">demonstrat</span> <span class="no">.0041</span> <span class="no">dead</span> <span class="no">.0040</span> <span class="no">suspected</span> <span class="no">.0040</span> <span class="no">jail</span>
<span class="nf">.0039</span> <span class="no">trial</span> <span class="no">.0038</span> <span class="no">mcdonnell</span> <span class="no">.0038</span> <span class="no">leader</span> <span class="no">.0038</span> <span class="no">declared</span>
<span class="nf">.0038</span> <span class="no">accused</span> <span class="no">.0036</span> <span class="no">force</span> <span class="no">.0036</span> <span class="no">sentenced</span> <span class="no">.0036</span> <span class="no">died</span>
<span class="nf">.0036</span> <span class="no">evidence</span> <span class="no">.0035</span> <span class="no">torture</span> <span class="no">.0035</span> <span class="no">officials</span> <span class="no">.0035</span> <span class="no">authoritie</span>
<span class="nf">.0034</span> <span class="no">reuters</span> <span class="no">.0034</span> <span class="no">texas</span> <span class="no">.0034</span> <span class="no">face</span> <span class="no">.0034</span> <span class="no">vatican</span>
<span class="nf">.0034</span> <span class="no">drug</span> <span class="no">.0033</span> <span class="no">british</span> <span class="no">.0033</span> <span class="no">case</span> <span class="no">.0033</span> <span class="no">indicted</span>
<span class="nf">.0032</span> <span class="no">corruption</span> <span class="no">.0031</span> <span class="no">bangkok</span> <span class="no">.0030</span> <span class="no">mexican</span> <span class="no">.0030</span> <span class="no">illegal</span>
<span class="nf">.0030</span> <span class="no">thailand</span> <span class="no">.0029</span> <span class="no">president</span> <span class="no">.0029</span> <span class="no">riot</span> <span class="no">.0028</span> <span class="no">opposition</span>
<span class="nf">.0028</span> <span class="no">gun</span> <span class="no">.0027</span> <span class="no">area</span> <span class="no">.0027</span> <span class="no">laws</span> <span class="no">.0027</span> <span class="no">fight</span>
<span class="nf">.0026</span> <span class="no">delhi</span> <span class="no">.0026</span> <span class="no">virginia</span> <span class="no">.0025</span> <span class="no">war</span> <span class="no">.0025</span> <span class="no">men</span>
<span class="nf">.0025</span> <span class="no">internatio</span> <span class="no">.0025</span> <span class="no">violent</span> <span class="no">.0025</span> <span class="no">hit</span> <span class="no">.0024</span> <span class="no">wounded</span>
<span class="nf">.0024</span> <span class="no">lucia</span> <span class="no">.0024</span> <span class="no">political</span> <span class="no">.0024</span> <span class="no">escalating</span> <span class="no">.0023</span> <span class="no">federal</span>
<span class="nf">.0023</span> <span class="no">thai</span> <span class="no">.0023</span> <span class="no">laundering</span> <span class="no">.0023</span> <span class="no">shooting</span> <span class="no">.0022</span> <span class="no">injured</span>
<span class="nf">.0022</span> <span class="no">told</span> <span class="no">.0022</span> <span class="no">mass</span> <span class="no">.0022</span> <span class="no">activists</span> <span class="no">.0021</span> <span class="no">viktor</span>
<span class="nf">.0021</span> <span class="no">national</span> <span class="no">.0020</span> <span class="no">accepting</span> <span class="no">.0020</span> <span class="no">justice</span> <span class="no">.0020</span> <span class="no">video</span>
<span class="nf">.0020</span> <span class="no">smuggling</span> <span class="no">.0020</span> <span class="no">syria</span> <span class="no">.0020</span> <span class="no">heart</span> <span class="no">.0019</span> <span class="no">investigat</span>
</code></pre></div>
<p>You can see the complete list of topics <a href="https://akuz.me/txt/topics_4.txt">here</a>.</p>
<p>As you can see, we now obtain topics that are very relevant to the keywords that we specified. By providing the keywords, we also helped the algorithm to separate the topics that would be hard to separate without the hints. For example, the words “star” and “play” use used in many different topics, as well as the word “government”, which originally caused topics bundling, but were unwound once we specified the additional keywords.</p>
<p>However, now we can see that us_gov topic got mixed up with a topic about corporations, where they frequently mention the word “president” too. We can now proceed by creating a dedicated topic for “president company conference call”, and then continue our research further.</p>
<h2 id="conclusion">Conclusion</h2>
<p>This post demonstrated the process of research that you can use
to extract "useful" topics from a corpus of texts. The "usefulness"
is defined as you knowing what "the topic is about" because you
specify the keywords.</p>
<p>This iterative process is useful in several ways:</p>
<ul>
<li>It helps to find other words correlated with the keywords you are interested in</li>
<li>It helps to produce meaningful topics that would be useful for detection in the new articles</li>
</ul>
<p>Provided that you use a corpus large enough (as it is not the
case with the current study), you can infer very generic topics,
that would provide a lot of correlated words in addition to the
keywords you specify. The richness of thus inferred topics allows
detecting them with a high precision in the future unseen documents.</p>