http://git-wip-us.apache.org/repos/asf/mahout/blob/5112e9ec/docs/latest/algorithms/map-reduce/clustering/cluster-dumper.html
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-    <div class="col-md-8">
-        <div class="page-header">
-            <h1>(Deprecated)  Cluster Dumper </h1>
-        </div>
-        <p><a name="ClusterDumper-Introduction"></a></p>
+  <div class="container mt-5 pb-4">
+
+  <div class="row">
+
+    <div class="col-lg-8">
+      <p><a name="ClusterDumper-Introduction"></a></p>
 <h2 id="cluster-dumper---introduction">Cluster Dumper - Introduction</h2>
 
 <p>Clustering tasks in Mahout will output data in the format of a SequenceFile
@@ -329,15 +186,15 @@ you can run clusterdumper in 2 modes:</p>
 <h3 id="hadoop-environment">Hadoop Environment</h3>
 
 <p>If you have setup your HADOOP_HOME environment variable, you can use the
-command line utility <code>mahout</code> to execute the ClusterDumper on 
Hadoop. In
+command line utility <code class="highlighter-rouge">mahout</code> to execute 
the ClusterDumper on Hadoop. In
 this case we wont need to get the output clusters to our local machines.
 The utility will read the output clusters present in HDFS and output the
 human-readable cluster values into our local file system. Say you’ve just
 executed the <a href="clustering-of-synthetic-control-data.html">synthetic 
control example </a>
- and want to analyze the output, you can execute the <code>mahout 
clusterdumper</code> utility from the command line.</p>
+ and want to analyze the output, you can execute the <code 
class="highlighter-rouge">mahout clusterdumper</code> utility from the command 
line.</p>
 
 <h4 id="cli-options">CLI options:</h4>
-<pre><code>--help                               Print out help 
+<div class="highlighter-rouge"><pre class="highlight"><code>--help             
                  Print out help        
 --input (-i) input                   The directory containing Sequence
                                        Files for the Clusters      
 --output (-o) output                 The output file.  If not specified,
@@ -364,6 +221,7 @@ executed the <a 
href="clustering-of-synthetic-control-data.html">synthetic contr
                                       input. The output will be appended to 
the rest of
                                       the output at the end.   
 </code></pre>
+</div>
 
 <h3 id="standalone-java-program">Standalone Java Program</h3>
 
@@ -384,11 +242,12 @@ executed the <a 
href="clustering-of-synthetic-control-data.html">synthetic contr
 
 <p>In the arguments tab, specify the below arguments</p>
 
-<pre><code>--seqFileDir &lt;MAHOUT_HOME&gt;/examples/output/clusters-10 
+<div class="highlighter-rouge"><pre class="highlight"><code>--seqFileDir 
&lt;MAHOUT_HOME&gt;/examples/output/clusters-10 
 --pointsDir &lt;MAHOUT_HOME&gt;/examples/output/clusteredPoints 
 --output &lt;MAHOUT_HOME&gt;/examples/output/clusteranalyze.txt
 replace &lt;MAHOUT_HOME&gt; with the actual path of your $MAHOUT_HOME
 </code></pre>
+</div>
 
 <ul>
   <li>Hit run to execute the ClusterDumper using Eclipse. Setting breakpoints 
etc should just work fine.</li>
@@ -414,32 +273,25 @@ Sample data will look like</p>
 the radius of the cluster as a vector.</p>
 
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http://git-wip-us.apache.org/repos/asf/mahout/blob/5112e9ec/docs/latest/algorithms/map-reduce/clustering/expectation-maximization.html
----------------------------------------------------------------------
diff --git 
a/docs/latest/algorithms/map-reduce/clustering/expectation-maximization.html 
b/docs/latest/algorithms/map-reduce/clustering/expectation-maximization.html
index d24fe17..6053dec 100644
--- a/docs/latest/algorithms/map-reduce/clustering/expectation-maximization.html
+++ b/docs/latest/algorithms/map-reduce/clustering/expectation-maximization.html
@@ -1,312 +1,169 @@
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 <h1 id="expectation-maximization">Expectation Maximization</h1>
 
 <p>The principle of EM can be applied to several learning settings, but is
@@ -364,32 +221,25 @@ exponentially small influence.</p>
 
 
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