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From build...@apache.org
Subject svn commit: r906050 [2/2] - in /websites/staging/mahout/trunk/content: ./ developers/ general/ users/basics/ users/classification/ users/clustering/ users/dim-reduction/ users/misc/ users/recommender/ users/sparkbindings/
Date Sun, 13 Apr 2014 19:29:09 GMT
Added: websites/staging/mahout/trunk/content/users/classification/twenty-newsgroups.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/classification/twenty-newsgroups.html (added)
+++ websites/staging/mahout/trunk/content/users/classification/twenty-newsgroups.html Sun Apr 13 19:29:07 2014
@@ -0,0 +1,378 @@
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+  <div id="content-wrap" class="clearfix">
+   <div id="main">
+    <p><a name="TwentyNewsgroups-TwentyNewsgroupsClassificationExample"></a></p>
+<h2 id="twenty-newsgroups-classification-example">Twenty Newsgroups Classification Example</h2>
+<p><a name="TwentyNewsgroups-Introduction"></a></p>
+<h2 id="introduction">Introduction</h2>
+<p>The 20 Newsgroups data set is a collection of approximately 20,000
+newsgroup documents, partitioned (nearly) evenly across 20 different
+newsgroups. The 20 newsgroups collection has become a popular data set for
+experiments in text applications of machine learning techniques, such as
+text classification and text clustering. We will use Mahout Bayes
+Classifier to create a model that would classify a new document into one of
+the 20 newsgroup.</p>
+<p><a name="TwentyNewsgroups-Prerequisites"></a></p>
+<h2 id="prerequisites">Prerequisites</h2>
+<ul>
+<li>Mahout has been downloaded (<a href="http://apache.osuosl.org/mahout/">instructions here</a>)</li>
+<li>Maven is available</li>
+<li>Your environment has the following variables:
+<table>
+<tr><td> <em>HADOOP_HOME</em> </td><td> Environment variables refers to where Hadoop lives </td></tr>
+<tr><td> <em>MAHOUT_HOME</em> </td><td> Environment variables refers to where Mahout lives </td></tr>
+</table></li>
+</ul>
+<p><a name="TwentyNewsgroups-Instructionsforrunningtheexample"></a></p>
+<h2 id="instructions-for-running-the-example">Instructions for running the example</h2>
+<ol>
+<li>
+<p>Start the hadoop daemons by executing the following commands</p>
+<p>$ cd $HADOOP_HOME/bin
+$ ./start-all.sh</p>
+</li>
+<li>
+<p>In the trunk directory of mahout, compile everything and create the
+mahout job:</p>
+<p>$ cd $MAHOUT_HOME
+$ mvn install</p>
+</li>
+<li>
+<p>Run the 20 newsgroup example by executing:</p>
+<p>$ ./examples/bin/classify-20newsgroups.sh</p>
+</li>
+</ol>
+<p>The script performs the following</p>
+<ol>
+<li>Asks you to select an classification algorithm: Complementary Naive Bayes, Naive Bayes or Stochastic Gradient Descent.</li>
+<li>Downloads <em>20news-bydate.tar.gz</em> from the <a href="http://people.csail.mit.edu/jrennie/20Newsgroups/20news-bydate.tar.gz">20newsgroups dataset</a></li>
+<li>Extracts dataset</li>
+<li>Generates input dataset for training classifier</li>
+<li>Generates input dataset for testing classifier</li>
+<li>Trains the classifier</li>
+<li>Tests the classifier</li>
+</ol>
+<p>Output might look like:</p>
+<div class="codehilite"><pre><span class="o">======================================================</span><span class="p">=</span>
+<span class="n">Confusion</span> <span class="n">Matrix</span>
+<span class="o">-------------------------------------------------------</span>
+<span class="n">a</span>   <span class="n">b</span>   <span class="n">c</span>   <span class="n">d</span>   <span class="n">e</span>   <span class="n">f</span>   <span class="n">g</span>   <span class="n">h</span>   <span class="nb">i</span>   <span class="nb">j</span>   <span class="n">k</span>   <span class="n">l</span>   <span class="n">m</span>   <span class="n">n</span>   <span class="n">o</span>   <span class="n">p</span>   <span class="n">q</span>   <span class="n">r</span>   <span class="n">s</span>
+</pre></div>
+
+
+<p>t   u   &lt;--Classified as
+    381 0   0   0   0   9   1   0   0   0   1   0   0   2   0   1   0   0   3<br />
+0   0    |  398  a     = rec.motorcycles
+    1   284 0   0   0   0   1   0   6   3   11  0   66  3   0   1   6   0   4<br />
+9   0    |  395  b     = comp.windows.x
+    2   0   339 2   0   3   5   1   0   0   0   0   1   1   12  1   7   0   2<br />
+0   0    |  376  c     = talk.politics.mideast
+    4   0   1   327 0   2   2   0   0   2   1   1   0   5   1   4   12  0   2<br />
+0   0    |  364  d     = talk.politics.guns
+    7   0   4   32  27  7   7   2   0   12  0   0   6   0   100 9   7   31  0<br />
+0   0    |  251  e     = talk.religion.misc
+    10  0   0   0   0   359 2   2   0   1   3   0   1   6   0   1   0   0   11 
+0   0    |  396  f     = rec.autos
+    0   0   0   0   0   1   383 9   1   0   0   0   0   0   0   0   0   0   3<br />
+0   0    |  397  g     = rec.sport.baseball
+    1   0   0   0   0   0   9   382 0   0   0   0   1   1   1   0   2   0   2<br />
+0   0    |  399  h     = rec.sport.hockey
+    2   0   0   0   0   4   3   0   330 4   4   0   5   12  0   0   2   0   12 
+7   0    |  385  i     = comp.sys.mac.hardware
+    0   3   0   0   0   0   1   0   0   368 0   0   10  4   1   3   2   0   2<br />
+0   0    |  394  j     = sci.space
+    0   0   0   0   0   3   1   0   27  2   291 0   11  25  0   0   1   0   13 
+18  0    |  392  k     = comp.sys.ibm.pc.hardware
+    8   0   1   109 0   6   11  4   1   18  0   98  1   3   11  10  27  1   1<br />
+0   0    |  310  l     = talk.politics.misc
+    0   11  0   0   0   3   6   0   10  6   11  0   299 13  0   2   13  0   7<br />
+8   0    |  389  m     = comp.graphics
+    6   0   1   0   0   4   2   0   5   2   12  0   8   321 0   4   14  0   8<br />
+6   0    |  393  n     = sci.electronics
+    2   0   0   0   0   0   4   1   0   3   1   0   3   1   372 6   0   2   1<br />
+2   0    |  398  o     = soc.religion.christian
+    4   0   0   1   0   2   3   3   0   4   2   0   7   12  6   342 1   0   9<br />
+0   0    |  396  p     = sci.med
+    0   1   0   1   0   1   4   0   3   0   1   0   8   4   0   2   369 0   1<br />
+1   0    |  396  q     = sci.crypt
+    10  0   4   10  1   5   6   2   2   6   2   0   2   1   86  15  14  152 0<br />
+1   0    |  319  r     = alt.atheism
+    4   0   0   0   0   9   1   1   8   1   12  0   3   6   0   2   0   0   341
+2   0    |  390  s     = misc.forsale
+    8   5   0   0   0   1   6   0   8   5   50  0   40  2   1   0   9   0   3<br />
+256 0    |  394  t     = comp.os.ms-windows.misc
+    0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0<br />
+0   0    |  0    u     = unknown</p>
+<p><a name="TwentyNewsgroups-ComplementaryNaiveBayes"></a></p>
+<h2 id="complementary-naive-bayes">Complementary Naive Bayes</h2>
+<p>To Train a CBayes Classifier using bi-grams</p>
+<div class="codehilite"><pre>$<span class="o">&gt;</span> $<span class="n">MAHOUT_HOME</span><span class="o">/</span><span class="n">bin</span><span class="o">/</span><span class="n">mahout</span> <span class="n">trainclassifier</span> <span class="o">\</span>
+  <span class="o">-</span><span class="nb">i</span> 20<span class="n">news</span><span class="o">-</span><span class="n">input</span> <span class="o">\</span>
+  <span class="o">-</span><span class="n">o</span> <span class="n">newsmodel</span> <span class="o">\</span>
+  <span class="o">-</span><span class="n">type</span> <span class="n">cbayes</span> <span class="o">\</span>
+  <span class="o">-</span><span class="n">ng</span> 2 <span class="o">\</span>
+  <span class="o">-</span><span class="n">source</span> <span class="n">hdfs</span>
+</pre></div>
+
+
+<p>To Test a CBayes Classifier using bi-grams</p>
+<div class="codehilite"><pre>$<span class="o">&gt;</span> $<span class="n">MAHOUT_HOME</span><span class="o">/</span><span class="n">bin</span><span class="o">/</span><span class="n">mahout</span> <span class="n">testclassifier</span> <span class="o">\</span>
+  <span class="o">-</span><span class="n">m</span> <span class="n">newsmodel</span> <span class="o">\</span>
+  <span class="o">-</span><span class="n">d</span> 20<span class="n">news</span><span class="o">-</span><span class="n">input</span> <span class="o">\</span>
+  <span class="o">-</span><span class="n">type</span> <span class="n">cbayes</span> <span class="o">\</span>
+  <span class="o">-</span><span class="n">ng</span> 2 <span class="o">\</span>
+  <span class="o">-</span><span class="n">source</span> <span class="n">hdfs</span> <span class="o">\</span>
+  <span class="o">-</span><span class="n">method</span> <span class="n">mapreduce</span>
+</pre></div>
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+  <script>
+    (function() {
+      var cx = '012254517474945470291:vhsfv7eokdc';
+      var gcse = document.createElement('script');
+      gcse.type = 'text/javascript';
+      gcse.async = true;
+      gcse.src = (document.location.protocol == 'https:' ? 'https:' : 'http:') +
+          '//www.google.com/cse/cse.js?cx=' + cx;
+      var s = document.getElementsByTagName('script')[0];
+      s.parentNode.insertBefore(gcse, s);
+    })();
+  </script>
+</body>
+</html>

Modified: websites/staging/mahout/trunk/content/users/classification/wikipedia-bayes-example.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/classification/wikipedia-bayes-example.html (original)
+++ websites/staging/mahout/trunk/content/users/classification/wikipedia-bayes-example.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/clustering/20newsgroups.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/clustering/20newsgroups.html (original)
+++ websites/staging/mahout/trunk/content/users/clustering/20newsgroups.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/clustering/canopy-clustering.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/clustering/canopy-clustering.html (original)
+++ websites/staging/mahout/trunk/content/users/clustering/canopy-clustering.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/clustering/canopy-commandline.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/clustering/canopy-commandline.html (original)
+++ websites/staging/mahout/trunk/content/users/clustering/canopy-commandline.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/clustering/cluster-dumper.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/clustering/cluster-dumper.html (original)
+++ websites/staging/mahout/trunk/content/users/clustering/cluster-dumper.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/clustering/clustering-of-synthetic-control-data.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/clustering/clustering-of-synthetic-control-data.html (original)
+++ websites/staging/mahout/trunk/content/users/clustering/clustering-of-synthetic-control-data.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/clustering/clustering-seinfeld-episodes.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/clustering/clustering-seinfeld-episodes.html (original)
+++ websites/staging/mahout/trunk/content/users/clustering/clustering-seinfeld-episodes.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/clustering/clusteringyourdata.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/clustering/clusteringyourdata.html (original)
+++ websites/staging/mahout/trunk/content/users/clustering/clusteringyourdata.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/clustering/expectation-maximization.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/clustering/expectation-maximization.html (original)
+++ websites/staging/mahout/trunk/content/users/clustering/expectation-maximization.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/clustering/fuzzy-k-means-commandline.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/clustering/fuzzy-k-means-commandline.html (original)
+++ websites/staging/mahout/trunk/content/users/clustering/fuzzy-k-means-commandline.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/clustering/fuzzy-k-means.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/clustering/fuzzy-k-means.html (original)
+++ websites/staging/mahout/trunk/content/users/clustering/fuzzy-k-means.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/clustering/hierarchical-clustering.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/clustering/hierarchical-clustering.html (original)
+++ websites/staging/mahout/trunk/content/users/clustering/hierarchical-clustering.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/clustering/k-means-clustering.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/clustering/k-means-clustering.html (original)
+++ websites/staging/mahout/trunk/content/users/clustering/k-means-clustering.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/clustering/k-means-commandline.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/clustering/k-means-commandline.html (original)
+++ websites/staging/mahout/trunk/content/users/clustering/k-means-commandline.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/clustering/latent-dirichlet-allocation.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/clustering/latent-dirichlet-allocation.html (original)
+++ websites/staging/mahout/trunk/content/users/clustering/latent-dirichlet-allocation.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/clustering/lda-commandline.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/clustering/lda-commandline.html (original)
+++ websites/staging/mahout/trunk/content/users/clustering/lda-commandline.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/clustering/llr---log-likelihood-ratio.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/clustering/llr---log-likelihood-ratio.html (original)
+++ websites/staging/mahout/trunk/content/users/clustering/llr---log-likelihood-ratio.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/clustering/spectral-clustering.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/clustering/spectral-clustering.html (original)
+++ websites/staging/mahout/trunk/content/users/clustering/spectral-clustering.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/clustering/viewing-result.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/clustering/viewing-result.html (original)
+++ websites/staging/mahout/trunk/content/users/clustering/viewing-result.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/clustering/viewing-results.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/clustering/viewing-results.html (original)
+++ websites/staging/mahout/trunk/content/users/clustering/viewing-results.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/clustering/visualizing-sample-clusters.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/clustering/visualizing-sample-clusters.html (original)
+++ websites/staging/mahout/trunk/content/users/clustering/visualizing-sample-clusters.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/dim-reduction/dimensional-reduction.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/dim-reduction/dimensional-reduction.html (original)
+++ websites/staging/mahout/trunk/content/users/dim-reduction/dimensional-reduction.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/dim-reduction/ssvd.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/dim-reduction/ssvd.html (original)
+++ websites/staging/mahout/trunk/content/users/dim-reduction/ssvd.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/misc/mr---map-reduce.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/misc/mr---map-reduce.html (original)
+++ websites/staging/mahout/trunk/content/users/misc/mr---map-reduce.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/misc/parallel-frequent-pattern-mining.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/misc/parallel-frequent-pattern-mining.html (original)
+++ websites/staging/mahout/trunk/content/users/misc/parallel-frequent-pattern-mining.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/misc/perceptron-and-winnow.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/misc/perceptron-and-winnow.html (original)
+++ websites/staging/mahout/trunk/content/users/misc/perceptron-and-winnow.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/misc/testing.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/misc/testing.html (original)
+++ websites/staging/mahout/trunk/content/users/misc/testing.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/misc/using-mahout-with-python-via-jpype.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/misc/using-mahout-with-python-via-jpype.html (original)
+++ websites/staging/mahout/trunk/content/users/misc/using-mahout-with-python-via-jpype.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/recommender/quickstart.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/recommender/quickstart.html (original)
+++ websites/staging/mahout/trunk/content/users/recommender/quickstart.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/recommender/recommender-documentation.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/recommender/recommender-documentation.html (original)
+++ websites/staging/mahout/trunk/content/users/recommender/recommender-documentation.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/recommender/recommender-first-timer-faq.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/recommender/recommender-first-timer-faq.html (original)
+++ websites/staging/mahout/trunk/content/users/recommender/recommender-first-timer-faq.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/recommender/userbased-5-minutes.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/recommender/userbased-5-minutes.html (original)
+++ websites/staging/mahout/trunk/content/users/recommender/userbased-5-minutes.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>

Modified: websites/staging/mahout/trunk/content/users/sparkbindings/home.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/sparkbindings/home.html (original)
+++ websites/staging/mahout/trunk/content/users/sparkbindings/home.html Sun Apr 13 19:29:07 2014
@@ -159,6 +159,7 @@
                   <li class="nav-header">Examples</li>
                   <li><a href="/users/classification/wikipedia-bayes-example.html">Wikipedia example</a></li>
                   <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a href="/users/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
                 </ul></li>
                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
                 <ul class="dropdown-menu">
@@ -174,7 +175,6 @@
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
-                <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Post processing</li>
                 <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>



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