svn commit: r944406 [6/17] - in /websites/staging/mahout/trunk/content: ./ developers/ general/ users/algorithms/ users/basics/ users/classification/ users/clustering/ users/dim-reduction/ users/mapreduce/classification/ users/mapreduce/clustering/ use...

[buildbot]

Modified: websites/staging/mahout/trunk/content/users/basics/quickstart.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/basics/quickstart.html 
(original)
+++ websites/staging/mahout/trunk/content/users/basics/quickstart.html Fri Mar 
20 03:46:10 2015
@@ -155,61 +155,63 @@
                   <li><a 
href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet 
Allocation</a></li>
                 </ul>
                  </li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Spark<b class="caret"></b></a>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
                 <ul class="dropdown-menu">
                   <li><a href="/users/sparkbindings/home.html">Scala &amp; 
Spark Bindings Overview</a></li>
-                  <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
-                  <li><a href="/users/algorithms/d-qr.html">Distributed 
QR</a></li>
-                             <li class="divider"></li>
+                  <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>                  
+                 <li class="divider"></li>
                   <li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
                 </ul>
                </li>
-              <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Classification<b class="caret"></b></a>
+              <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+                <ul class="dropdown-menu">                
+                  <li class="nav-header">Matrix Decomposition</li>
+                  <li><a href="/users/algorithms/d-qr.html">Distributed 
QR</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a 
href="/users/algorithms/intro-cooccurrence-spark.html">Intro to 
cooccurrence-based<br/> recommendations with Spark</a></li>
+                  <li class="nav-header">Classification</li>
+                  <li><a href="/users/algorithms/spark-naive-bayes.html">Spark 
Naive Bayes</a></li>
+                </ul>
+               </li>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
                 <ul class="dropdown-menu">
+                <li class="nav-header">Classification</li>
                   <li><a 
href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
                   <li><a 
href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov 
Models</a></li>
                   <li><a 
href="/users/mapreduce/classification/logistic-regression.html">Logistic 
Regression</a></li>
                   <li><a 
href="/users/mapreduce/classification/partial-implementation.html">Random 
Forest</a></li>
-
-                  <li class="divider"></li>
-                  <li class="nav-header">Examples</li>
+                  <li class="nav-header">Classification Examples</li>
                   <li><a 
href="/users/mapreduce/classification/breiman-example.html">Breiman 
example</a></li>
                   <li><a 
href="/users/mapreduce/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">
-                <li><a 
href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
-                <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/streaming-k-means.html">Streaming 
KMeans</a></li>
-                <li><a 
href="/users/mapreduce/clustering/spectral-clustering.html">Spectral 
Clustering</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Commandline usage</li>
-                <li><a 
href="/users/mapreduce/clustering/k-means-commandline.html">Options for 
k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/canopy-commandline.html">Options for 
Canopy</a></li>
-                <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for 
Fuzzy k-Means</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Examples</li>
-                <li><a 
href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic
 data</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Post processing</li>
-                <li><a 
href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper 
tool</a></li>
-                <li><a 
href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
-                </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+                  <li class="nav-header">Clustering</li>
+                  <li><a 
href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/streaming-k-means.html">Streaming 
KMeans</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/spectral-clustering.html">Spectral 
Clustering</a></li>
+                  <li class="nav-header">Clustering Commandline usage</li>
+                  <li><a 
href="/users/mapreduce/clustering/k-means-commandline.html">Options for 
k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/canopy-commandline.html">Options for 
Canopy</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for 
Fuzzy k-Means</a></li>
+                  <li class="nav-header">Clustering Examples</li>
+                  <li><a 
href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic
 data</a></li>
+                  <li class="nav-header">Cluster Post processing</li>
+                  <li><a 
href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper 
tool</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a 
href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First 
Timer FAQ</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based 
recommender <br/>in 5 minutes</a></li>
+                 <li><a 
href="/users/mapreduce/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to 
item-based recommendations<br/> with Hadoop</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS 
recommendations<br/> with Hadoop</a></li>
+               </ul>
+              </li>
+              <!--  <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Recommendations<b class="caret"></b></a>
                 <ul class="dropdown-menu">
-                <li><a 
href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
-                <li><a 
href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First 
Timer FAQ</a></li>
-                <li><a 
href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based 
recommender <br/>in 5 minutes</a></li>
-               <li><a 
href="/users/mapreduce/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>
-                <li><a 
href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Hadoop</li>
-                <li><a 
href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to 
item-based recommendations<br/> with Hadoop</a></li>
-                <li><a 
href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS 
recommendations<br/> with Hadoop</a></li>
-                <li class="nav-header">Spark</li>
-                <li><a 
href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to 
cooccurrence-based<br/> recommendations with Spark</a></li>
-              </ul>
+                
+                </ul> -->
             </li>
            </ul>
           </div><!--/.nav-collapse -->
@@ -255,7 +257,7 @@
 If you would like to import the latest release of mahout into a java project, 
add the following dependency in your <em>pom.xml</em>:</p>
 <div class="codehilite"><pre><span class="nt">&lt;dependency&gt;</span>
     <span class="nt">&lt;groupId&gt;</span>org.apache.mahout<span 
class="nt">&lt;/groupId&gt;</span>
-    <span class="nt">&lt;artifactId&gt;</span>mahout-core<span 
class="nt">&lt;/artifactId&gt;</span>
+    <span class="nt">&lt;artifactId&gt;</span>mahout-mrlegacy<span 
class="nt">&lt;/artifactId&gt;</span>
     <span class="nt">&lt;version&gt;</span>0.9<span 
class="nt">&lt;/version&gt;</span>
 <span class="nt">&lt;/dependency&gt;</span>
 </pre></div>
@@ -264,14 +266,14 @@ If you would like to import the latest r
 <h2 id="using-mahout">Using Mahout</h2>
 <p>Mahout has prepared a bunch of examples and tutorials for users to quickly 
learn how to use its machine learning algorithms.</p>
 <h4 id="recommendations">Recommendations</h4>
-<p>Check the <a href="/users/recommender/quickstart.html">Recommender 
Quickstart</a> or the tutorial on <a 
href="/users/recommender/userbased-5-minutes.html">creating a userbased 
recommender in 5 minutes</a>.</p>
+<p>Check the <a 
href="/users/mapreduce/recommender/quickstart.html">Recommender Quickstart</a> 
or the tutorial on <a 
href="/users/recommender/userbased-5-minutes.html">creating a userbased 
recommender in 5 minutes</a>.</p>
 <p>If you are building a recommender system for the first time, please also 
refer to a list of <a 
href="/users/recommender/recommender-first-timer-faq.html">Dos and Don'ts</a> 
that might be helpful.</p>
 <h4 id="clustering">Clustering</h4>
-<p>Check the <a 
href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic 
data</a> example.</p>
+<p>Check the <a 
href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic
 data</a> example.</p>
 <h4 id="classification">Classification</h4>
-<p>If you are interested in how to train a <strong>Naive Bayes</strong> model, 
look at the <a href="/users/classification/twenty-newsgroups.html">20 
newsgroups</a> example.</p>
-<p>If you plan to build a <strong>Hidden Markov Model</strong> for speech 
recognition, the example <a 
href="/users/classification/hidden-markov-models.html">here</a> might be 
instructive. </p>
-<p>Or you could build a <strong>Random Forest</strong> model by following this 
<a href="/users/classification/partial-implementation.html">quick start 
page</a>.</p>
+<p>If you are interested in how to train a <strong>Naive Bayes</strong> model, 
look at the <a href="/users/mapreduce/classification/twenty-newsgroups.html">20 
newsgroups</a> example.</p>
+<p>If you plan to build a <strong>Hidden Markov Model</strong> for speech 
recognition, the example <a 
href="/users/mapreduce/classification/hidden-markov-models.html">here</a> might 
be instructive. </p>
+<p>Or you could build a <strong>Random Forest</strong> model by following this 
<a href="/users/mapreduce/classification/partial-implementation.html">quick 
start page</a>.</p>
 <h4 id="working-with-text">Working with Text</h4>
 <p>If you need to convert raw text into word vectors as input to clustering or 
classification algorithms, please refer to this page on <a 
href="/users/basics/creating-vectors-from-text.html">how to create vectors from 
text</a>.</p>
    </div>

Modified: 
websites/staging/mahout/trunk/content/users/basics/svd---singular-value-decomposition.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/users/basics/svd---singular-value-decomposition.html
 (original)
+++ 
websites/staging/mahout/trunk/content/users/basics/svd---singular-value-decomposition.html
 Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
                   <li><a 
href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet 
Allocation</a></li>
                 </ul>
                  </li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Spark<b class="caret"></b></a>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
                 <ul class="dropdown-menu">
                   <li><a href="/users/sparkbindings/home.html">Scala &amp; 
Spark Bindings Overview</a></li>
-                  <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
-                  <li><a href="/users/algorithms/d-qr.html">Distributed 
QR</a></li>
-                             <li class="divider"></li>
+                  <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>                  
+                 <li class="divider"></li>
                   <li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
                 </ul>
                </li>
-              <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Classification<b class="caret"></b></a>
+              <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+                <ul class="dropdown-menu">                
+                  <li class="nav-header">Matrix Decomposition</li>
+                  <li><a href="/users/algorithms/d-qr.html">Distributed 
QR</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a 
href="/users/algorithms/intro-cooccurrence-spark.html">Intro to 
cooccurrence-based<br/> recommendations with Spark</a></li>
+                  <li class="nav-header">Classification</li>
+                  <li><a href="/users/algorithms/spark-naive-bayes.html">Spark 
Naive Bayes</a></li>
+                </ul>
+               </li>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
                 <ul class="dropdown-menu">
+                <li class="nav-header">Classification</li>
                   <li><a 
href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
                   <li><a 
href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov 
Models</a></li>
                   <li><a 
href="/users/mapreduce/classification/logistic-regression.html">Logistic 
Regression</a></li>
                   <li><a 
href="/users/mapreduce/classification/partial-implementation.html">Random 
Forest</a></li>
-
-                  <li class="divider"></li>
-                  <li class="nav-header">Examples</li>
+                  <li class="nav-header">Classification Examples</li>
                   <li><a 
href="/users/mapreduce/classification/breiman-example.html">Breiman 
example</a></li>
                   <li><a 
href="/users/mapreduce/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">
-                <li><a 
href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
-                <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/streaming-k-means.html">Streaming 
KMeans</a></li>
-                <li><a 
href="/users/mapreduce/clustering/spectral-clustering.html">Spectral 
Clustering</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Commandline usage</li>
-                <li><a 
href="/users/mapreduce/clustering/k-means-commandline.html">Options for 
k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/canopy-commandline.html">Options for 
Canopy</a></li>
-                <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for 
Fuzzy k-Means</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Examples</li>
-                <li><a 
href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic
 data</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Post processing</li>
-                <li><a 
href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper 
tool</a></li>
-                <li><a 
href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
-                </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+                  <li class="nav-header">Clustering</li>
+                  <li><a 
href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/streaming-k-means.html">Streaming 
KMeans</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/spectral-clustering.html">Spectral 
Clustering</a></li>
+                  <li class="nav-header">Clustering Commandline usage</li>
+                  <li><a 
href="/users/mapreduce/clustering/k-means-commandline.html">Options for 
k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/canopy-commandline.html">Options for 
Canopy</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for 
Fuzzy k-Means</a></li>
+                  <li class="nav-header">Clustering Examples</li>
+                  <li><a 
href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic
 data</a></li>
+                  <li class="nav-header">Cluster Post processing</li>
+                  <li><a 
href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper 
tool</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a 
href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First 
Timer FAQ</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based 
recommender <br/>in 5 minutes</a></li>
+                 <li><a 
href="/users/mapreduce/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to 
item-based recommendations<br/> with Hadoop</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS 
recommendations<br/> with Hadoop</a></li>
+               </ul>
+              </li>
+              <!--  <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Recommendations<b class="caret"></b></a>
                 <ul class="dropdown-menu">
-                <li><a 
href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
-                <li><a 
href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First 
Timer FAQ</a></li>
-                <li><a 
href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based 
recommender <br/>in 5 minutes</a></li>
-               <li><a 
href="/users/mapreduce/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>
-                <li><a 
href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Hadoop</li>
-                <li><a 
href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to 
item-based recommendations<br/> with Hadoop</a></li>
-                <li><a 
href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS 
recommendations<br/> with Hadoop</a></li>
-                <li class="nav-header">Spark</li>
-                <li><a 
href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to 
cooccurrence-based<br/> recommendations with Spark</a></li>
-              </ul>
+                
+                </ul> -->
             </li>
            </ul>
           </div><!--/.nav-collapse -->

Modified: 
websites/staging/mahout/trunk/content/users/basics/system-requirements.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/basics/system-requirements.html 
(original)
+++ websites/staging/mahout/trunk/content/users/basics/system-requirements.html 
Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
                   <li><a 
href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet 
Allocation</a></li>
                 </ul>
                  </li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Spark<b class="caret"></b></a>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
                 <ul class="dropdown-menu">
                   <li><a href="/users/sparkbindings/home.html">Scala &amp; 
Spark Bindings Overview</a></li>
-                  <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
-                  <li><a href="/users/algorithms/d-qr.html">Distributed 
QR</a></li>
-                             <li class="divider"></li>
+                  <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>                  
+                 <li class="divider"></li>
                   <li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
                 </ul>
                </li>
-              <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Classification<b class="caret"></b></a>
+              <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+                <ul class="dropdown-menu">                
+                  <li class="nav-header">Matrix Decomposition</li>
+                  <li><a href="/users/algorithms/d-qr.html">Distributed 
QR</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a 
href="/users/algorithms/intro-cooccurrence-spark.html">Intro to 
cooccurrence-based<br/> recommendations with Spark</a></li>
+                  <li class="nav-header">Classification</li>
+                  <li><a href="/users/algorithms/spark-naive-bayes.html">Spark 
Naive Bayes</a></li>
+                </ul>
+               </li>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
                 <ul class="dropdown-menu">
+                <li class="nav-header">Classification</li>
                   <li><a 
href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
                   <li><a 
href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov 
Models</a></li>
                   <li><a 
href="/users/mapreduce/classification/logistic-regression.html">Logistic 
Regression</a></li>
                   <li><a 
href="/users/mapreduce/classification/partial-implementation.html">Random 
Forest</a></li>
-
-                  <li class="divider"></li>
-                  <li class="nav-header">Examples</li>
+                  <li class="nav-header">Classification Examples</li>
                   <li><a 
href="/users/mapreduce/classification/breiman-example.html">Breiman 
example</a></li>
                   <li><a 
href="/users/mapreduce/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">
-                <li><a 
href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
-                <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/streaming-k-means.html">Streaming 
KMeans</a></li>
-                <li><a 
href="/users/mapreduce/clustering/spectral-clustering.html">Spectral 
Clustering</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Commandline usage</li>
-                <li><a 
href="/users/mapreduce/clustering/k-means-commandline.html">Options for 
k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/canopy-commandline.html">Options for 
Canopy</a></li>
-                <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for 
Fuzzy k-Means</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Examples</li>
-                <li><a 
href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic
 data</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Post processing</li>
-                <li><a 
href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper 
tool</a></li>
-                <li><a 
href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
-                </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+                  <li class="nav-header">Clustering</li>
+                  <li><a 
href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/streaming-k-means.html">Streaming 
KMeans</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/spectral-clustering.html">Spectral 
Clustering</a></li>
+                  <li class="nav-header">Clustering Commandline usage</li>
+                  <li><a 
href="/users/mapreduce/clustering/k-means-commandline.html">Options for 
k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/canopy-commandline.html">Options for 
Canopy</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for 
Fuzzy k-Means</a></li>
+                  <li class="nav-header">Clustering Examples</li>
+                  <li><a 
href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic
 data</a></li>
+                  <li class="nav-header">Cluster Post processing</li>
+                  <li><a 
href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper 
tool</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a 
href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First 
Timer FAQ</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based 
recommender <br/>in 5 minutes</a></li>
+                 <li><a 
href="/users/mapreduce/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to 
item-based recommendations<br/> with Hadoop</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS 
recommendations<br/> with Hadoop</a></li>
+               </ul>
+              </li>
+              <!--  <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Recommendations<b class="caret"></b></a>
                 <ul class="dropdown-menu">
-                <li><a 
href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
-                <li><a 
href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First 
Timer FAQ</a></li>
-                <li><a 
href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based 
recommender <br/>in 5 minutes</a></li>
-               <li><a 
href="/users/mapreduce/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>
-                <li><a 
href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Hadoop</li>
-                <li><a 
href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to 
item-based recommendations<br/> with Hadoop</a></li>
-                <li><a 
href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS 
recommendations<br/> with Hadoop</a></li>
-                <li class="nav-header">Spark</li>
-                <li><a 
href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to 
cooccurrence-based<br/> recommendations with Spark</a></li>
-              </ul>
+                
+                </ul> -->
             </li>
            </ul>
           </div><!--/.nav-collapse -->

Modified: 
websites/staging/mahout/trunk/content/users/basics/tf-idf---term-frequency-inverse-document-frequency.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/users/basics/tf-idf---term-frequency-inverse-document-frequency.html
 (original)
+++ 
websites/staging/mahout/trunk/content/users/basics/tf-idf---term-frequency-inverse-document-frequency.html
 Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
                   <li><a 
href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet 
Allocation</a></li>
                 </ul>
                  </li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Spark<b class="caret"></b></a>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
                 <ul class="dropdown-menu">
                   <li><a href="/users/sparkbindings/home.html">Scala &amp; 
Spark Bindings Overview</a></li>
-                  <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
-                  <li><a href="/users/algorithms/d-qr.html">Distributed 
QR</a></li>
-                             <li class="divider"></li>
+                  <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>                  
+                 <li class="divider"></li>
                   <li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
                 </ul>
                </li>
-              <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Classification<b class="caret"></b></a>
+              <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+                <ul class="dropdown-menu">                
+                  <li class="nav-header">Matrix Decomposition</li>
+                  <li><a href="/users/algorithms/d-qr.html">Distributed 
QR</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a 
href="/users/algorithms/intro-cooccurrence-spark.html">Intro to 
cooccurrence-based<br/> recommendations with Spark</a></li>
+                  <li class="nav-header">Classification</li>
+                  <li><a href="/users/algorithms/spark-naive-bayes.html">Spark 
Naive Bayes</a></li>
+                </ul>
+               </li>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
                 <ul class="dropdown-menu">
+                <li class="nav-header">Classification</li>
                   <li><a 
href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
                   <li><a 
href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov 
Models</a></li>
                   <li><a 
href="/users/mapreduce/classification/logistic-regression.html">Logistic 
Regression</a></li>
                   <li><a 
href="/users/mapreduce/classification/partial-implementation.html">Random 
Forest</a></li>
-
-                  <li class="divider"></li>
-                  <li class="nav-header">Examples</li>
+                  <li class="nav-header">Classification Examples</li>
                   <li><a 
href="/users/mapreduce/classification/breiman-example.html">Breiman 
example</a></li>
                   <li><a 
href="/users/mapreduce/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">
-                <li><a 
href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
-                <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/streaming-k-means.html">Streaming 
KMeans</a></li>
-                <li><a 
href="/users/mapreduce/clustering/spectral-clustering.html">Spectral 
Clustering</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Commandline usage</li>
-                <li><a 
href="/users/mapreduce/clustering/k-means-commandline.html">Options for 
k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/canopy-commandline.html">Options for 
Canopy</a></li>
-                <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for 
Fuzzy k-Means</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Examples</li>
-                <li><a 
href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic
 data</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Post processing</li>
-                <li><a 
href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper 
tool</a></li>
-                <li><a 
href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
-                </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+                  <li class="nav-header">Clustering</li>
+                  <li><a 
href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/streaming-k-means.html">Streaming 
KMeans</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/spectral-clustering.html">Spectral 
Clustering</a></li>
+                  <li class="nav-header">Clustering Commandline usage</li>
+                  <li><a 
href="/users/mapreduce/clustering/k-means-commandline.html">Options for 
k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/canopy-commandline.html">Options for 
Canopy</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for 
Fuzzy k-Means</a></li>
+                  <li class="nav-header">Clustering Examples</li>
+                  <li><a 
href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic
 data</a></li>
+                  <li class="nav-header">Cluster Post processing</li>
+                  <li><a 
href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper 
tool</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a 
href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First 
Timer FAQ</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based 
recommender <br/>in 5 minutes</a></li>
+                 <li><a 
href="/users/mapreduce/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to 
item-based recommendations<br/> with Hadoop</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS 
recommendations<br/> with Hadoop</a></li>
+               </ul>
+              </li>
+              <!--  <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Recommendations<b class="caret"></b></a>
                 <ul class="dropdown-menu">
-                <li><a 
href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
-                <li><a 
href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First 
Timer FAQ</a></li>
-                <li><a 
href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based 
recommender <br/>in 5 minutes</a></li>
-               <li><a 
href="/users/mapreduce/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>
-                <li><a 
href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Hadoop</li>
-                <li><a 
href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to 
item-based recommendations<br/> with Hadoop</a></li>
-                <li><a 
href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS 
recommendations<br/> with Hadoop</a></li>
-                <li class="nav-header">Spark</li>
-                <li><a 
href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to 
cooccurrence-based<br/> recommendations with Spark</a></li>
-              </ul>
+                
+                </ul> -->
             </li>
            </ul>
           </div><!--/.nav-collapse -->

Modified: 
websites/staging/mahout/trunk/content/users/classification/bankmarketing-example.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/users/classification/bankmarketing-example.html
 (original)
+++ 
websites/staging/mahout/trunk/content/users/classification/bankmarketing-example.html
 Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
                   <li><a 
href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet 
Allocation</a></li>
                 </ul>
                  </li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Spark<b class="caret"></b></a>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
                 <ul class="dropdown-menu">
                   <li><a href="/users/sparkbindings/home.html">Scala &amp; 
Spark Bindings Overview</a></li>
-                  <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
-                  <li><a href="/users/algorithms/d-qr.html">Distributed 
QR</a></li>
-                             <li class="divider"></li>
+                  <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>                  
+                 <li class="divider"></li>
                   <li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
                 </ul>
                </li>
-              <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Classification<b class="caret"></b></a>
+              <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+                <ul class="dropdown-menu">                
+                  <li class="nav-header">Matrix Decomposition</li>
+                  <li><a href="/users/algorithms/d-qr.html">Distributed 
QR</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a 
href="/users/algorithms/intro-cooccurrence-spark.html">Intro to 
cooccurrence-based<br/> recommendations with Spark</a></li>
+                  <li class="nav-header">Classification</li>
+                  <li><a href="/users/algorithms/spark-naive-bayes.html">Spark 
Naive Bayes</a></li>
+                </ul>
+               </li>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
                 <ul class="dropdown-menu">
+                <li class="nav-header">Classification</li>
                   <li><a 
href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
                   <li><a 
href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov 
Models</a></li>
                   <li><a 
href="/users/mapreduce/classification/logistic-regression.html">Logistic 
Regression</a></li>
                   <li><a 
href="/users/mapreduce/classification/partial-implementation.html">Random 
Forest</a></li>
-
-                  <li class="divider"></li>
-                  <li class="nav-header">Examples</li>
+                  <li class="nav-header">Classification Examples</li>
                   <li><a 
href="/users/mapreduce/classification/breiman-example.html">Breiman 
example</a></li>
                   <li><a 
href="/users/mapreduce/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">
-                <li><a 
href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
-                <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/streaming-k-means.html">Streaming 
KMeans</a></li>
-                <li><a 
href="/users/mapreduce/clustering/spectral-clustering.html">Spectral 
Clustering</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Commandline usage</li>
-                <li><a 
href="/users/mapreduce/clustering/k-means-commandline.html">Options for 
k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/canopy-commandline.html">Options for 
Canopy</a></li>
-                <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for 
Fuzzy k-Means</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Examples</li>
-                <li><a 
href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic
 data</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Post processing</li>
-                <li><a 
href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper 
tool</a></li>
-                <li><a 
href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
-                </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+                  <li class="nav-header">Clustering</li>
+                  <li><a 
href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/streaming-k-means.html">Streaming 
KMeans</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/spectral-clustering.html">Spectral 
Clustering</a></li>
+                  <li class="nav-header">Clustering Commandline usage</li>
+                  <li><a 
href="/users/mapreduce/clustering/k-means-commandline.html">Options for 
k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/canopy-commandline.html">Options for 
Canopy</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for 
Fuzzy k-Means</a></li>
+                  <li class="nav-header">Clustering Examples</li>
+                  <li><a 
href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic
 data</a></li>
+                  <li class="nav-header">Cluster Post processing</li>
+                  <li><a 
href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper 
tool</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a 
href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First 
Timer FAQ</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based 
recommender <br/>in 5 minutes</a></li>
+                 <li><a 
href="/users/mapreduce/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to 
item-based recommendations<br/> with Hadoop</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS 
recommendations<br/> with Hadoop</a></li>
+               </ul>
+              </li>
+              <!--  <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Recommendations<b class="caret"></b></a>
                 <ul class="dropdown-menu">
-                <li><a 
href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
-                <li><a 
href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First 
Timer FAQ</a></li>
-                <li><a 
href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based 
recommender <br/>in 5 minutes</a></li>
-               <li><a 
href="/users/mapreduce/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>
-                <li><a 
href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Hadoop</li>
-                <li><a 
href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to 
item-based recommendations<br/> with Hadoop</a></li>
-                <li><a 
href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS 
recommendations<br/> with Hadoop</a></li>
-                <li class="nav-header">Spark</li>
-                <li><a 
href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to 
cooccurrence-based<br/> recommendations with Spark</a></li>
-              </ul>
+                
+                </ul> -->
             </li>
            </ul>
           </div><!--/.nav-collapse -->

Modified: 
websites/staging/mahout/trunk/content/users/classification/bayesian-commandline.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/users/classification/bayesian-commandline.html
 (original)
+++ 
websites/staging/mahout/trunk/content/users/classification/bayesian-commandline.html
 Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
                   <li><a 
href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet 
Allocation</a></li>
                 </ul>
                  </li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Spark<b class="caret"></b></a>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
                 <ul class="dropdown-menu">
                   <li><a href="/users/sparkbindings/home.html">Scala &amp; 
Spark Bindings Overview</a></li>
-                  <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
-                  <li><a href="/users/algorithms/d-qr.html">Distributed 
QR</a></li>
-                             <li class="divider"></li>
+                  <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>                  
+                 <li class="divider"></li>
                   <li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
                 </ul>
                </li>
-              <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Classification<b class="caret"></b></a>
+              <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+                <ul class="dropdown-menu">                
+                  <li class="nav-header">Matrix Decomposition</li>
+                  <li><a href="/users/algorithms/d-qr.html">Distributed 
QR</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a 
href="/users/algorithms/intro-cooccurrence-spark.html">Intro to 
cooccurrence-based<br/> recommendations with Spark</a></li>
+                  <li class="nav-header">Classification</li>
+                  <li><a href="/users/algorithms/spark-naive-bayes.html">Spark 
Naive Bayes</a></li>
+                </ul>
+               </li>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
                 <ul class="dropdown-menu">
+                <li class="nav-header">Classification</li>
                   <li><a 
href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
                   <li><a 
href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov 
Models</a></li>
                   <li><a 
href="/users/mapreduce/classification/logistic-regression.html">Logistic 
Regression</a></li>
                   <li><a 
href="/users/mapreduce/classification/partial-implementation.html">Random 
Forest</a></li>
-
-                  <li class="divider"></li>
-                  <li class="nav-header">Examples</li>
+                  <li class="nav-header">Classification Examples</li>
                   <li><a 
href="/users/mapreduce/classification/breiman-example.html">Breiman 
example</a></li>
                   <li><a 
href="/users/mapreduce/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">
-                <li><a 
href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
-                <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/streaming-k-means.html">Streaming 
KMeans</a></li>
-                <li><a 
href="/users/mapreduce/clustering/spectral-clustering.html">Spectral 
Clustering</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Commandline usage</li>
-                <li><a 
href="/users/mapreduce/clustering/k-means-commandline.html">Options for 
k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/canopy-commandline.html">Options for 
Canopy</a></li>
-                <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for 
Fuzzy k-Means</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Examples</li>
-                <li><a 
href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic
 data</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Post processing</li>
-                <li><a 
href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper 
tool</a></li>
-                <li><a 
href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
-                </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+                  <li class="nav-header">Clustering</li>
+                  <li><a 
href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/streaming-k-means.html">Streaming 
KMeans</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/spectral-clustering.html">Spectral 
Clustering</a></li>
+                  <li class="nav-header">Clustering Commandline usage</li>
+                  <li><a 
href="/users/mapreduce/clustering/k-means-commandline.html">Options for 
k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/canopy-commandline.html">Options for 
Canopy</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for 
Fuzzy k-Means</a></li>
+                  <li class="nav-header">Clustering Examples</li>
+                  <li><a 
href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic
 data</a></li>
+                  <li class="nav-header">Cluster Post processing</li>
+                  <li><a 
href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper 
tool</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a 
href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First 
Timer FAQ</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based 
recommender <br/>in 5 minutes</a></li>
+                 <li><a 
href="/users/mapreduce/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to 
item-based recommendations<br/> with Hadoop</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS 
recommendations<br/> with Hadoop</a></li>
+               </ul>
+              </li>
+              <!--  <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Recommendations<b class="caret"></b></a>
                 <ul class="dropdown-menu">
-                <li><a 
href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
-                <li><a 
href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First 
Timer FAQ</a></li>
-                <li><a 
href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based 
recommender <br/>in 5 minutes</a></li>
-               <li><a 
href="/users/mapreduce/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>
-                <li><a 
href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Hadoop</li>
-                <li><a 
href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to 
item-based recommendations<br/> with Hadoop</a></li>
-                <li><a 
href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS 
recommendations<br/> with Hadoop</a></li>
-                <li class="nav-header">Spark</li>
-                <li><a 
href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to 
cooccurrence-based<br/> recommendations with Spark</a></li>
-              </ul>
+                
+                </ul> -->
             </li>
            </ul>
           </div><!--/.nav-collapse -->

Modified: 
websites/staging/mahout/trunk/content/users/classification/bayesian.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/classification/bayesian.html 
(original)
+++ websites/staging/mahout/trunk/content/users/classification/bayesian.html 
Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
                   <li><a 
href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet 
Allocation</a></li>
                 </ul>
                  </li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Spark<b class="caret"></b></a>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
                 <ul class="dropdown-menu">
                   <li><a href="/users/sparkbindings/home.html">Scala &amp; 
Spark Bindings Overview</a></li>
-                  <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
-                  <li><a href="/users/algorithms/d-qr.html">Distributed 
QR</a></li>
-                             <li class="divider"></li>
+                  <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>                  
+                 <li class="divider"></li>
                   <li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
                 </ul>
                </li>
-              <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Classification<b class="caret"></b></a>
+              <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+                <ul class="dropdown-menu">                
+                  <li class="nav-header">Matrix Decomposition</li>
+                  <li><a href="/users/algorithms/d-qr.html">Distributed 
QR</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a 
href="/users/algorithms/intro-cooccurrence-spark.html">Intro to 
cooccurrence-based<br/> recommendations with Spark</a></li>
+                  <li class="nav-header">Classification</li>
+                  <li><a href="/users/algorithms/spark-naive-bayes.html">Spark 
Naive Bayes</a></li>
+                </ul>
+               </li>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
                 <ul class="dropdown-menu">
+                <li class="nav-header">Classification</li>
                   <li><a 
href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
                   <li><a 
href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov 
Models</a></li>
                   <li><a 
href="/users/mapreduce/classification/logistic-regression.html">Logistic 
Regression</a></li>
                   <li><a 
href="/users/mapreduce/classification/partial-implementation.html">Random 
Forest</a></li>
-
-                  <li class="divider"></li>
-                  <li class="nav-header">Examples</li>
+                  <li class="nav-header">Classification Examples</li>
                   <li><a 
href="/users/mapreduce/classification/breiman-example.html">Breiman 
example</a></li>
                   <li><a 
href="/users/mapreduce/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">
-                <li><a 
href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
-                <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/streaming-k-means.html">Streaming 
KMeans</a></li>
-                <li><a 
href="/users/mapreduce/clustering/spectral-clustering.html">Spectral 
Clustering</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Commandline usage</li>
-                <li><a 
href="/users/mapreduce/clustering/k-means-commandline.html">Options for 
k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/canopy-commandline.html">Options for 
Canopy</a></li>
-                <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for 
Fuzzy k-Means</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Examples</li>
-                <li><a 
href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic
 data</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Post processing</li>
-                <li><a 
href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper 
tool</a></li>
-                <li><a 
href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
-                </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+                  <li class="nav-header">Clustering</li>
+                  <li><a 
href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/streaming-k-means.html">Streaming 
KMeans</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/spectral-clustering.html">Spectral 
Clustering</a></li>
+                  <li class="nav-header">Clustering Commandline usage</li>
+                  <li><a 
href="/users/mapreduce/clustering/k-means-commandline.html">Options for 
k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/canopy-commandline.html">Options for 
Canopy</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for 
Fuzzy k-Means</a></li>
+                  <li class="nav-header">Clustering Examples</li>
+                  <li><a 
href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic
 data</a></li>
+                  <li class="nav-header">Cluster Post processing</li>
+                  <li><a 
href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper 
tool</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a 
href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First 
Timer FAQ</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based 
recommender <br/>in 5 minutes</a></li>
+                 <li><a 
href="/users/mapreduce/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to 
item-based recommendations<br/> with Hadoop</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS 
recommendations<br/> with Hadoop</a></li>
+               </ul>
+              </li>
+              <!--  <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Recommendations<b class="caret"></b></a>
                 <ul class="dropdown-menu">
-                <li><a 
href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
-                <li><a 
href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First 
Timer FAQ</a></li>
-                <li><a 
href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based 
recommender <br/>in 5 minutes</a></li>
-               <li><a 
href="/users/mapreduce/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>
-                <li><a 
href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Hadoop</li>
-                <li><a 
href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to 
item-based recommendations<br/> with Hadoop</a></li>
-                <li><a 
href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS 
recommendations<br/> with Hadoop</a></li>
-                <li class="nav-header">Spark</li>
-                <li><a 
href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to 
cooccurrence-based<br/> recommendations with Spark</a></li>
-              </ul>
+                
+                </ul> -->
             </li>
            </ul>
           </div><!--/.nav-collapse -->

Modified: 
websites/staging/mahout/trunk/content/users/classification/breiman-example.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/users/classification/breiman-example.html 
(original)
+++ 
websites/staging/mahout/trunk/content/users/classification/breiman-example.html 
Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
                   <li><a 
href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet 
Allocation</a></li>
                 </ul>
                  </li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Spark<b class="caret"></b></a>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
                 <ul class="dropdown-menu">
                   <li><a href="/users/sparkbindings/home.html">Scala &amp; 
Spark Bindings Overview</a></li>
-                  <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
-                  <li><a href="/users/algorithms/d-qr.html">Distributed 
QR</a></li>
-                             <li class="divider"></li>
+                  <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>                  
+                 <li class="divider"></li>
                   <li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
                 </ul>
                </li>
-              <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Classification<b class="caret"></b></a>
+              <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+                <ul class="dropdown-menu">                
+                  <li class="nav-header">Matrix Decomposition</li>
+                  <li><a href="/users/algorithms/d-qr.html">Distributed 
QR</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a 
href="/users/algorithms/intro-cooccurrence-spark.html">Intro to 
cooccurrence-based<br/> recommendations with Spark</a></li>
+                  <li class="nav-header">Classification</li>
+                  <li><a href="/users/algorithms/spark-naive-bayes.html">Spark 
Naive Bayes</a></li>
+                </ul>
+               </li>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
                 <ul class="dropdown-menu">
+                <li class="nav-header">Classification</li>
                   <li><a 
href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
                   <li><a 
href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov 
Models</a></li>
                   <li><a 
href="/users/mapreduce/classification/logistic-regression.html">Logistic 
Regression</a></li>
                   <li><a 
href="/users/mapreduce/classification/partial-implementation.html">Random 
Forest</a></li>
-
-                  <li class="divider"></li>
-                  <li class="nav-header">Examples</li>
+                  <li class="nav-header">Classification Examples</li>
                   <li><a 
href="/users/mapreduce/classification/breiman-example.html">Breiman 
example</a></li>
                   <li><a 
href="/users/mapreduce/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">
-                <li><a 
href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
-                <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/streaming-k-means.html">Streaming 
KMeans</a></li>
-                <li><a 
href="/users/mapreduce/clustering/spectral-clustering.html">Spectral 
Clustering</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Commandline usage</li>
-                <li><a 
href="/users/mapreduce/clustering/k-means-commandline.html">Options for 
k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/canopy-commandline.html">Options for 
Canopy</a></li>
-                <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for 
Fuzzy k-Means</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Examples</li>
-                <li><a 
href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic
 data</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Post processing</li>
-                <li><a 
href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper 
tool</a></li>
-                <li><a 
href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
-                </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+                  <li class="nav-header">Clustering</li>
+                  <li><a 
href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/streaming-k-means.html">Streaming 
KMeans</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/spectral-clustering.html">Spectral 
Clustering</a></li>
+                  <li class="nav-header">Clustering Commandline usage</li>
+                  <li><a 
href="/users/mapreduce/clustering/k-means-commandline.html">Options for 
k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/canopy-commandline.html">Options for 
Canopy</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for 
Fuzzy k-Means</a></li>
+                  <li class="nav-header">Clustering Examples</li>
+                  <li><a 
href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic
 data</a></li>
+                  <li class="nav-header">Cluster Post processing</li>
+                  <li><a 
href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper 
tool</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a 
href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First 
Timer FAQ</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based 
recommender <br/>in 5 minutes</a></li>
+                 <li><a 
href="/users/mapreduce/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to 
item-based recommendations<br/> with Hadoop</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS 
recommendations<br/> with Hadoop</a></li>
+               </ul>
+              </li>
+              <!--  <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Recommendations<b class="caret"></b></a>
                 <ul class="dropdown-menu">
-                <li><a 
href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
-                <li><a 
href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First 
Timer FAQ</a></li>
-                <li><a 
href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based 
recommender <br/>in 5 minutes</a></li>
-               <li><a 
href="/users/mapreduce/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>
-                <li><a 
href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Hadoop</li>
-                <li><a 
href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to 
item-based recommendations<br/> with Hadoop</a></li>
-                <li><a 
href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS 
recommendations<br/> with Hadoop</a></li>
-                <li class="nav-header">Spark</li>
-                <li><a 
href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to 
cooccurrence-based<br/> recommendations with Spark</a></li>
-              </ul>
+                
+                </ul> -->
             </li>
            </ul>
           </div><!--/.nav-collapse -->

Modified: 
websites/staging/mahout/trunk/content/users/classification/class-discovery.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/users/classification/class-discovery.html 
(original)
+++ 
websites/staging/mahout/trunk/content/users/classification/class-discovery.html 
Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
                   <li><a 
href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet 
Allocation</a></li>
                 </ul>
                  </li>
-               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Spark<b class="caret"></b></a>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
                 <ul class="dropdown-menu">
                   <li><a href="/users/sparkbindings/home.html">Scala &amp; 
Spark Bindings Overview</a></li>
-                  <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
-                  <li><a href="/users/algorithms/d-qr.html">Distributed 
QR</a></li>
-                             <li class="divider"></li>
+                  <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>                  
+                 <li class="divider"></li>
                   <li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
                 </ul>
                </li>
-              <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Classification<b class="caret"></b></a>
+              <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+                <ul class="dropdown-menu">                
+                  <li class="nav-header">Matrix Decomposition</li>
+                  <li><a href="/users/algorithms/d-qr.html">Distributed 
QR</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a 
href="/users/algorithms/intro-cooccurrence-spark.html">Intro to 
cooccurrence-based<br/> recommendations with Spark</a></li>
+                  <li class="nav-header">Classification</li>
+                  <li><a href="/users/algorithms/spark-naive-bayes.html">Spark 
Naive Bayes</a></li>
+                </ul>
+               </li>
+               <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
                 <ul class="dropdown-menu">
+                <li class="nav-header">Classification</li>
                   <li><a 
href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
                   <li><a 
href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov 
Models</a></li>
                   <li><a 
href="/users/mapreduce/classification/logistic-regression.html">Logistic 
Regression</a></li>
                   <li><a 
href="/users/mapreduce/classification/partial-implementation.html">Random 
Forest</a></li>
-
-                  <li class="divider"></li>
-                  <li class="nav-header">Examples</li>
+                  <li class="nav-header">Classification Examples</li>
                   <li><a 
href="/users/mapreduce/classification/breiman-example.html">Breiman 
example</a></li>
                   <li><a 
href="/users/mapreduce/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">
-                <li><a 
href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
-                <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/streaming-k-means.html">Streaming 
KMeans</a></li>
-                <li><a 
href="/users/mapreduce/clustering/spectral-clustering.html">Spectral 
Clustering</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Commandline usage</li>
-                <li><a 
href="/users/mapreduce/clustering/k-means-commandline.html">Options for 
k-Means</a></li>
-                <li><a 
href="/users/mapreduce/clustering/canopy-commandline.html">Options for 
Canopy</a></li>
-                <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for 
Fuzzy k-Means</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Examples</li>
-                <li><a 
href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic
 data</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Post processing</li>
-                <li><a 
href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper 
tool</a></li>
-                <li><a 
href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
-                </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+                  <li class="nav-header">Clustering</li>
+                  <li><a 
href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/streaming-k-means.html">Streaming 
KMeans</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/spectral-clustering.html">Spectral 
Clustering</a></li>
+                  <li class="nav-header">Clustering Commandline usage</li>
+                  <li><a 
href="/users/mapreduce/clustering/k-means-commandline.html">Options for 
k-Means</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/canopy-commandline.html">Options for 
Canopy</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for 
Fuzzy k-Means</a></li>
+                  <li class="nav-header">Clustering Examples</li>
+                  <li><a 
href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic
 data</a></li>
+                  <li class="nav-header">Cluster Post processing</li>
+                  <li><a 
href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper 
tool</a></li>
+                  <li><a 
href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a 
href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First 
Timer FAQ</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based 
recommender <br/>in 5 minutes</a></li>
+                 <li><a 
href="/users/mapreduce/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to 
item-based recommendations<br/> with Hadoop</a></li>
+                  <li><a 
href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS 
recommendations<br/> with Hadoop</a></li>
+               </ul>
+              </li>
+              <!--  <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Recommendations<b class="caret"></b></a>
                 <ul class="dropdown-menu">
-                <li><a 
href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
-                <li><a 
href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First 
Timer FAQ</a></li>
-                <li><a 
href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based 
recommender <br/>in 5 minutes</a></li>
-               <li><a 
href="/users/mapreduce/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>
-                <li><a 
href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Hadoop</li>
-                <li><a 
href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to 
item-based recommendations<br/> with Hadoop</a></li>
-                <li><a 
href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS 
recommendations<br/> with Hadoop</a></li>
-                <li class="nav-header">Spark</li>
-                <li><a 
href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to 
cooccurrence-based<br/> recommendations with Spark</a></li>
-              </ul>
+                
+                </ul> -->
             </li>
            </ul>
           </div><!--/.nav-collapse -->