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commit 1c2276d9e3750015807aa4c28e8037216564b567
Author: GitHub Actions Bot <>
AuthorDate: Mon Apr 14 17:10:37 2025 +0000

    Automatic Site Publish by Buildbot
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diff --git a/about/distributed-matrix-math.html 
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@@ -210,7 +210,7 @@
 
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index c93dc1c3f..922d1b9ba 100644
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@@ -210,7 +210,7 @@
 
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diff --git 
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@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <p>Notice:    Licensed to the Apache Software Foundation (ASF) under one
            or more contributor license agreements.  See the NOTICE file
            distributed with this work for additional information
diff --git 
a/documentation/tutorials/map-reduce/classification/breiman-example.html 
b/documentation/tutorials/map-reduce/classification/breiman-example.html
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-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <p>#Breiman Example</p>
 
 <h4 id="introduction">Introduction</h4>
diff --git 
a/documentation/tutorials/map-reduce/classification/twenty-newsgroups.html 
b/documentation/tutorials/map-reduce/classification/twenty-newsgroups.html
index c0295ee69..63e6779a1 100644
--- a/documentation/tutorials/map-reduce/classification/twenty-newsgroups.html
+++ b/documentation/tutorials/map-reduce/classification/twenty-newsgroups.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <p><a 
name="TwentyNewsgroups-TwentyNewsgroupsClassificationExample"></a></p>
 <h2 id="twenty-newsgroups-classification-example">Twenty Newsgroups 
Classification Example</h2>
 
diff --git 
a/documentation/tutorials/map-reduce/classification/wikipedia-classifier-example.html
 
b/documentation/tutorials/map-reduce/classification/wikipedia-classifier-example.html
index 061ef1eb2..5df31c50b 100644
--- 
a/documentation/tutorials/map-reduce/classification/wikipedia-classifier-example.html
+++ 
b/documentation/tutorials/map-reduce/classification/wikipedia-classifier-example.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <h1 
id="wikipedia-xml-parser-and-naive-bayes-classifier-example">Wikipedia XML 
parser and Naive Bayes Classifier Example</h1>
 
 <h2 id="introduction">Introduction</h2>
diff --git a/documentation/tutorials/map-reduce/clustering/20newsgroups.html 
b/documentation/tutorials/map-reduce/clustering/20newsgroups.html
index 45443bf2b..0062a8641 100644
--- a/documentation/tutorials/map-reduce/clustering/20newsgroups.html
+++ b/documentation/tutorials/map-reduce/clustering/20newsgroups.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <p><a name="20Newsgroups-NaiveBayesusing20NewsgroupsData"></a></p>
 <h1 id="naive-bayes-using-20-newsgroups-data">Naive Bayes using 20 Newsgroups 
Data</h1>
 
diff --git 
a/documentation/tutorials/map-reduce/clustering/canopy-commandline.html 
b/documentation/tutorials/map-reduce/clustering/canopy-commandline.html
index 838c2a61c..be6bcb0c2 100644
--- a/documentation/tutorials/map-reduce/clustering/canopy-commandline.html
+++ b/documentation/tutorials/map-reduce/clustering/canopy-commandline.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <p><a 
name="canopy-commandline-RunningCanopyClusteringfromtheCommandLine"></a></p>
 <h1 id="running-canopy-clustering-from-the-command-line">Running Canopy 
Clustering from the Command Line</h1>
 <p>Mahout’s Canopy clustering can be launched from the same command line
diff --git 
a/documentation/tutorials/map-reduce/clustering/clustering-of-synthetic-control-data.html
 
b/documentation/tutorials/map-reduce/clustering/clustering-of-synthetic-control-data.html
index 2971da1f5..e10388e75 100644
--- 
a/documentation/tutorials/map-reduce/clustering/clustering-of-synthetic-control-data.html
+++ 
b/documentation/tutorials/map-reduce/clustering/clustering-of-synthetic-control-data.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <h1 id="clustering-synthetic-control-data">Clustering synthetic control 
data</h1>
 
 <h2 id="introduction">Introduction</h2>
diff --git 
a/documentation/tutorials/map-reduce/clustering/clustering-seinfeld-episodes.html
 
b/documentation/tutorials/map-reduce/clustering/clustering-seinfeld-episodes.html
index 3d0fb5762..f285bbb7f 100644
--- 
a/documentation/tutorials/map-reduce/clustering/clustering-seinfeld-episodes.html
+++ 
b/documentation/tutorials/map-reduce/clustering/clustering-seinfeld-episodes.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <p>Below is short tutorial on how to cluster Seinfeld episode 
transcripts with
 Mahout.</p>
 
diff --git 
a/documentation/tutorials/map-reduce/clustering/clusteringyourdata.html 
b/documentation/tutorials/map-reduce/clustering/clusteringyourdata.html
index 76a95aaa5..c511f0c72 100644
--- a/documentation/tutorials/map-reduce/clustering/clusteringyourdata.html
+++ b/documentation/tutorials/map-reduce/clustering/clusteringyourdata.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <h1 id="clustering-your-data">Clustering your data</h1>
 
 <p>After you’ve done the <a href="quickstart.html">Quickstart</a> and are 
familiar with the basics of Mahout, it is time to cluster your own
diff --git 
a/documentation/tutorials/map-reduce/clustering/fuzzy-k-means-commandline.html 
b/documentation/tutorials/map-reduce/clustering/fuzzy-k-means-commandline.html
index ef2dc4717..18242ecbf 100644
--- 
a/documentation/tutorials/map-reduce/clustering/fuzzy-k-means-commandline.html
+++ 
b/documentation/tutorials/map-reduce/clustering/fuzzy-k-means-commandline.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <p><a 
name="fuzzy-k-means-commandline-RunningFuzzyk-MeansClusteringfromtheCommandLine"></a></p>
 <h1 id="running-fuzzy-k-means-clustering-from-the-command-line">Running Fuzzy 
k-Means Clustering from the Command Line</h1>
 <p>Mahout’s Fuzzy k-Means clustering can be launched from the same command
diff --git 
a/documentation/tutorials/map-reduce/clustering/k-means-commandline.html 
b/documentation/tutorials/map-reduce/clustering/k-means-commandline.html
index c762fa026..ed9ddb34b 100644
--- a/documentation/tutorials/map-reduce/clustering/k-means-commandline.html
+++ b/documentation/tutorials/map-reduce/clustering/k-means-commandline.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <p><a name="k-means-commandline-Introduction"></a></p>
 <h1 id="kmeans-commandline-introduction">kMeans commandline introduction</h1>
 
diff --git a/documentation/tutorials/map-reduce/clustering/lda-commandline.html 
b/documentation/tutorials/map-reduce/clustering/lda-commandline.html
index 90f15489b..9d07083ef 100644
--- a/documentation/tutorials/map-reduce/clustering/lda-commandline.html
+++ b/documentation/tutorials/map-reduce/clustering/lda-commandline.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <p><a 
name="lda-commandline-RunningLatentDirichletAllocation(algorithm)fromtheCommandLine"></a></p>
 <h1 
id="running-latent-dirichlet-allocation-algorithm-from-the-command-line">Running
 Latent Dirichlet Allocation (algorithm) from the Command Line</h1>
 <p><a href="https://issues.apache.org/jira/browse/MAHOUT-897";>Since Mahout 
v0.6</a>
diff --git a/documentation/tutorials/map-reduce/clustering/viewing-result.html 
b/documentation/tutorials/map-reduce/clustering/viewing-result.html
index 680e94bf9..3c6d6945a 100644
--- a/documentation/tutorials/map-reduce/clustering/viewing-result.html
+++ b/documentation/tutorials/map-reduce/clustering/viewing-result.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <ul>
   <li><a href="#ViewingResult-AlgorithmViewingpages">Algorithm Viewing 
pages</a></li>
 </ul>
diff --git a/documentation/tutorials/map-reduce/clustering/viewing-results.html 
b/documentation/tutorials/map-reduce/clustering/viewing-results.html
index 31dd2ce67..9bc947737 100644
--- a/documentation/tutorials/map-reduce/clustering/viewing-results.html
+++ b/documentation/tutorials/map-reduce/clustering/viewing-results.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <p><a name="ViewingResults-Intro"></a></p>
 <h1 id="intro">Intro</h1>
 
diff --git 
a/documentation/tutorials/map-reduce/clustering/visualizing-sample-clusters.html
 
b/documentation/tutorials/map-reduce/clustering/visualizing-sample-clusters.html
index a42da9923..d266624a8 100644
--- 
a/documentation/tutorials/map-reduce/clustering/visualizing-sample-clusters.html
+++ 
b/documentation/tutorials/map-reduce/clustering/visualizing-sample-clusters.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <p><a name="VisualizingSampleClusters-Introduction"></a></p>
 <h1 id="introduction">Introduction</h1>
 
diff --git a/documentation/tutorials/map-reduce/index.html 
b/documentation/tutorials/map-reduce/index.html
index f01956410..220eee786 100644
--- a/documentation/tutorials/map-reduce/index.html
+++ b/documentation/tutorials/map-reduce/index.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <p>A note about the sunsetting of our support for Map Reduce.</p>
 
 <h3 id="classification">Classification</h3>
diff --git a/documentation/tutorials/map-reduce/misc/mr---map-reduce.html 
b/documentation/tutorials/map-reduce/misc/mr---map-reduce.html
index 8be314099..e5782bb9b 100644
--- a/documentation/tutorials/map-reduce/misc/mr---map-reduce.html
+++ b/documentation/tutorials/map-reduce/misc/mr---map-reduce.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <p>{excerpt}MapReduce is a framework for processing huge datasets on 
certain
 kinds of distributable problems using a large number of computers (nodes),
 collectively referred to as a cluster.{excerpt} Computational processing
diff --git 
a/documentation/tutorials/map-reduce/misc/parallel-frequent-pattern-mining.html 
b/documentation/tutorials/map-reduce/misc/parallel-frequent-pattern-mining.html
index 62b6c4604..4604edb07 100644
--- 
a/documentation/tutorials/map-reduce/misc/parallel-frequent-pattern-mining.html
+++ 
b/documentation/tutorials/map-reduce/misc/parallel-frequent-pattern-mining.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <p>Mahout has a Top K Parallel FPGrowth Implementation. Its based on the 
paper <a 
href="http://infolab.stanford.edu/~echang/recsys08-69.pdf";>http://infolab.stanford.edu/~echang/recsys08-69.pdf</a>
  with some optimisations in mining the data.</p>
 
diff --git a/documentation/tutorials/map-reduce/misc/perceptron-and-winnow.html 
b/documentation/tutorials/map-reduce/misc/perceptron-and-winnow.html
index 6f9f3ffb0..354701162 100644
--- a/documentation/tutorials/map-reduce/misc/perceptron-and-winnow.html
+++ b/documentation/tutorials/map-reduce/misc/perceptron-and-winnow.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <p><a 
name="PerceptronandWinnow-ClassificationwithPerceptronorWinnow"></a></p>
 <h1 id="classification-with-perceptron-or-winnow">Classification with 
Perceptron or Winnow</h1>
 
diff --git a/documentation/tutorials/map-reduce/misc/testing.html 
b/documentation/tutorials/map-reduce/misc/testing.html
index 29ae8c31e..4074d00b5 100644
--- a/documentation/tutorials/map-reduce/misc/testing.html
+++ b/documentation/tutorials/map-reduce/misc/testing.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <p><a name="Testing-Intro"></a></p>
 <h1 id="intro">Intro</h1>
 
diff --git 
a/documentation/tutorials/map-reduce/misc/using-mahout-with-python-via-jpype.html
 
b/documentation/tutorials/map-reduce/misc/using-mahout-with-python-via-jpype.html
index a3f94cabb..4aecc2717 100644
--- 
a/documentation/tutorials/map-reduce/misc/using-mahout-with-python-via-jpype.html
+++ 
b/documentation/tutorials/map-reduce/misc/using-mahout-with-python-via-jpype.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <p><a name="UsingMahoutwithPythonviaJPype-overview"></a></p>
 <h1 id="mahout-over-jython---some-examples">Mahout over Jython - some 
examples</h1>
 <p>This tutorial provides some sample code illustrating how we can read and
diff --git 
a/documentation/tutorials/map-reduce/recommender/intro-als-hadoop.html 
b/documentation/tutorials/map-reduce/recommender/intro-als-hadoop.html
index e414a67fa..f1204b4c1 100644
--- a/documentation/tutorials/map-reduce/recommender/intro-als-hadoop.html
+++ b/documentation/tutorials/map-reduce/recommender/intro-als-hadoop.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <h1 id="introduction-to-als-recommendations-with-hadoop">Introduction to 
ALS Recommendations with Hadoop</h1>
 
 <p>##Overview</p>
diff --git 
a/documentation/tutorials/map-reduce/recommender/intro-cooccurrence-spark.html 
b/documentation/tutorials/map-reduce/recommender/intro-cooccurrence-spark.html
index d4d11361c..f9e9ba7b5 100644
--- 
a/documentation/tutorials/map-reduce/recommender/intro-cooccurrence-spark.html
+++ 
b/documentation/tutorials/map-reduce/recommender/intro-cooccurrence-spark.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <p>#Intro to Cooccurrence Recommenders with Spark</p>
 
 <p>Mahout provides several important building blocks for creating 
recommendations using Spark. <em>spark-itemsimilarity</em> can 
diff --git 
a/documentation/tutorials/map-reduce/recommender/intro-itembased-hadoop.html 
b/documentation/tutorials/map-reduce/recommender/intro-itembased-hadoop.html
index 05da85c1e..74c204aff 100644
--- a/documentation/tutorials/map-reduce/recommender/intro-itembased-hadoop.html
+++ b/documentation/tutorials/map-reduce/recommender/intro-itembased-hadoop.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <h1 
id="introduction-to-item-based-recommendations-with-hadoop">Introduction to 
Item-Based Recommendations with Hadoop</h1>
 
 <p>##Overview</p>
diff --git 
a/documentation/tutorials/map-reduce/recommender/matrix-factorization.html 
b/documentation/tutorials/map-reduce/recommender/matrix-factorization.html
index 04474b998..627c3367b 100644
--- a/documentation/tutorials/map-reduce/recommender/matrix-factorization.html
+++ b/documentation/tutorials/map-reduce/recommender/matrix-factorization.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <p><a name="MatrixFactorization-Intro"></a></p>
 <h1 
id="introduction-to-matrix-factorization-for-recommendation-mining">Introduction
 to Matrix Factorization for Recommendation Mining</h1>
 
diff --git a/documentation/tutorials/map-reduce/recommender/quickstart.html 
b/documentation/tutorials/map-reduce/recommender/quickstart.html
index d8f25194b..b1ad2338d 100644
--- a/documentation/tutorials/map-reduce/recommender/quickstart.html
+++ b/documentation/tutorials/map-reduce/recommender/quickstart.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <h1 id="recommender-overview">Recommender Overview</h1>
 
 <p>Recommenders have changed over the years. Mahout contains a long list of 
them, which you can still use. But to get the best  out of our more modern 
aproach we’ll need to think of the Recommender as a “model creation” 
component—supplied by Mahout’s new spark-itemsimilarity job, and a “serving” 
component—supplied by a modern scalable search engine, like Solr.</p>
diff --git 
a/documentation/tutorials/map-reduce/recommender/recommender-documentation.html 
b/documentation/tutorials/map-reduce/recommender/recommender-documentation.html
index 448b6cbd7..512475442 100644
--- 
a/documentation/tutorials/map-reduce/recommender/recommender-documentation.html
+++ 
b/documentation/tutorials/map-reduce/recommender/recommender-documentation.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <p><a name="RecommenderDocumentation-Overview"></a></p>
 <h2 id="overview">Overview</h2>
 
diff --git 
a/documentation/tutorials/map-reduce/recommender/recommender-first-timer-faq.html
 
b/documentation/tutorials/map-reduce/recommender/recommender-first-timer-faq.html
index efe6ca7bb..49b9f7714 100644
--- 
a/documentation/tutorials/map-reduce/recommender/recommender-first-timer-faq.html
+++ 
b/documentation/tutorials/map-reduce/recommender/recommender-first-timer-faq.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <h1 id="recommender-first-timer-dos-and-donts">Recommender First Timer 
Dos and Don’ts</h1>
 
 <p>Many people with an interest in recommenders arrive at Mahout since they’re
diff --git 
a/documentation/tutorials/map-reduce/recommender/userbased-5-minutes.html 
b/documentation/tutorials/map-reduce/recommender/userbased-5-minutes.html
index ad9ac269f..3fd96a1f9 100644
--- a/documentation/tutorials/map-reduce/recommender/userbased-5-minutes.html
+++ b/documentation/tutorials/map-reduce/recommender/userbased-5-minutes.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <h1 id="creating-a-user-based-recommender-in-5-minutes">Creating a 
User-Based Recommender in 5 minutes</h1>
 
 <p>##Prerequisites</p>
diff --git a/documentation/tutorials/samsara/classify-a-doc-from-the-shell.html 
b/documentation/tutorials/samsara/classify-a-doc-from-the-shell.html
index f329e0a92..ebe80763d 100644
--- a/documentation/tutorials/samsara/classify-a-doc-from-the-shell.html
+++ b/documentation/tutorials/samsara/classify-a-doc-from-the-shell.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <h1 id="building-a-text-classifier-in-mahouts-spark-shell">Building a 
text classifier in Mahout’s Spark Shell</h1>
 
 <p>This tutorial will take you through the steps used to train a Multinomial 
Naive Bayes model and create a text classifier based on that model using the 
<code class="language-plaintext highlighter-rouge">mahout 
spark-shell</code>.</p>
diff --git a/documentation/tutorials/samsara/play-with-shell.html 
b/documentation/tutorials/samsara/play-with-shell.html
index 02ccb5783..1bc223408 100644
--- a/documentation/tutorials/samsara/play-with-shell.html
+++ b/documentation/tutorials/samsara/play-with-shell.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <h1 id="playing-with-mahouts-spark-shell">Playing with Mahout’s Spark 
Shell</h1>
 
 <p>This tutorial will show you how to play with Mahout’s scala DSL for linear 
algebra and its Spark shell. <strong>Please keep in mind that this code is 
still in a very early experimental stage</strong>.</p>
diff --git 
a/documentation/tutorials/samsara/playing-with-samsara-flink-batch.html 
b/documentation/tutorials/samsara/playing-with-samsara-flink-batch.html
index 0fb5c9447..ad18f2cfa 100644
--- a/documentation/tutorials/samsara/playing-with-samsara-flink-batch.html
+++ b/documentation/tutorials/samsara/playing-with-samsara-flink-batch.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <h2 id="getting-started">Getting Started</h2>
 
 <p>To get started, add the following dependency to the pom:</p>
diff --git a/documentation/tutorials/samsara/spark-naive-bayes.html 
b/documentation/tutorials/samsara/spark-naive-bayes.html
index 3a8bd6f9f..59d0f5107 100644
--- a/documentation/tutorials/samsara/spark-naive-bayes.html
+++ b/documentation/tutorials/samsara/spark-naive-bayes.html
@@ -180,11 +180,13 @@
 </nav>
 
 
-  <div class="container mt-5 pb-4">
+  <div style="background-color: #fff3cd; color: #856404; border: 1px solid 
#ffeeba; padding: 15px; border-radius: 5px; margin-bottom: 20px;"> <strong>⚠️ 
Deprecation Notice:</strong> This component (<em>Mahout/Samsara</em>) is no 
longer actively maintained. It remains accessible for historical reference but 
is not recommended for new development. Please check out <a 
href="https://mahout.apache.org/quantum-computing-primer/"; style="color: 
#0c5460; text-decoration: underline;">Qumat - Mahou [...]
+<div class="container mt-5 pb-4">
 
   <div class="row">
 
     <div class="col-lg-8">
+
       <h1 id="spark-naive-bayes">Spark Naive Bayes</h1>
 
 <h2 id="intro">Intro</h2>
diff --git a/documentation/users/algorithms/d-als.html 
b/documentation/users/algorithms/d-als.html
index efc40e499..30bd2d85b 100644
--- a/documentation/users/algorithms/d-als.html
+++ b/documentation/users/algorithms/d-als.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="distributed-cholesky-qr">Distributed Cholesky QR</h1>
 
 <h2 id="intro">Intro</h2>
diff --git a/documentation/users/algorithms/d-qr.html 
b/documentation/users/algorithms/d-qr.html
index 4dd1795ae..b9fada98e 100644
--- a/documentation/users/algorithms/d-qr.html
+++ b/documentation/users/algorithms/d-qr.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="distributed-cholesky-qr">Distributed Cholesky QR</h1>
 
 <h2 id="intro">Intro</h2>
diff --git a/documentation/users/algorithms/d-spca.html 
b/documentation/users/algorithms/d-spca.html
index b1bf119e1..3eeff6090 100644
--- a/documentation/users/algorithms/d-spca.html
+++ b/documentation/users/algorithms/d-spca.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="distributed-stochastic-pca">Distributed Stochastic PCA</h1>
 
 <h2 id="intro">Intro</h2>
diff --git a/documentation/users/algorithms/d-ssvd.html 
b/documentation/users/algorithms/d-ssvd.html
index b7e9ba676..cbf1f9574 100644
--- a/documentation/users/algorithms/d-ssvd.html
+++ b/documentation/users/algorithms/d-ssvd.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="distributed-stochastic-singular-value-decomposition">Distributed 
Stochastic Singular Value Decomposition</h1>
 
 <h2 id="intro">Intro</h2>
diff --git a/documentation/users/algorithms/spark-naive-bayes.html 
b/documentation/users/algorithms/spark-naive-bayes.html
index 0bca82168..93b79beb7 100644
--- a/documentation/users/algorithms/spark-naive-bayes.html
+++ b/documentation/users/algorithms/spark-naive-bayes.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="spark-naive-bayes">Spark Naive Bayes</h1>
 
 <h2 id="intro">Intro</h2>
diff --git a/documentation/users/basics/algorithms.html 
b/documentation/users/basics/algorithms.html
index aa29c45f7..351180821 100644
--- a/documentation/users/basics/algorithms.html
+++ b/documentation/users/basics/algorithms.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <hr />
 <p><em>Mahout 0.12.0 Features by Engine</em> <br />
 —</p>
diff --git a/documentation/users/basics/collections.html 
b/documentation/users/basics/collections.html
index 76d7717af..bca4cc55e 100644
--- a/documentation/users/basics/collections.html
+++ b/documentation/users/basics/collections.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p>TODO: Organize these somehow, add one-line blurbs</p>
 
 <p>Organize by usage? (classification, recommendation etc.)</p>
diff --git a/documentation/users/basics/collocations.html 
b/documentation/users/basics/collocations.html
index ab60742d0..7e48adf4a 100644
--- a/documentation/users/basics/collocations.html
+++ b/documentation/users/basics/collocations.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a name="Collocations-CollocationsinMahout"></a></p>
 <h1 id="collocations-in-mahout">Collocations in Mahout</h1>
 
diff --git a/documentation/users/basics/creating-vectors-from-text.html 
b/documentation/users/basics/creating-vectors-from-text.html
index 783ab83d4..21e6af5c1 100644
--- a/documentation/users/basics/creating-vectors-from-text.html
+++ b/documentation/users/basics/creating-vectors-from-text.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="creating-vectors-from-text">Creating vectors from text</h1>
 <p><a name="CreatingVectorsfromText-Introduction"></a></p>
 <h1 id="introduction">Introduction</h1>
diff --git a/documentation/users/basics/creating-vectors.html 
b/documentation/users/basics/creating-vectors.html
index 38acc9585..d838ddb97 100644
--- a/documentation/users/basics/creating-vectors.html
+++ b/documentation/users/basics/creating-vectors.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a name="CreatingVectors-UtilitiesforCreatingVectors"></a></p>
 <h1 id="utilities-for-creating-vectors">Utilities for Creating Vectors</h1>
 
diff --git a/documentation/users/basics/gaussian-discriminative-analysis.html 
b/documentation/users/basics/gaussian-discriminative-analysis.html
index b65826d5c..f24d66c95 100644
--- a/documentation/users/basics/gaussian-discriminative-analysis.html
+++ b/documentation/users/basics/gaussian-discriminative-analysis.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a 
name="GaussianDiscriminativeAnalysis-GaussianDiscriminativeAnalysis"></a></p>
 <h1 id="gaussian-discriminative-analysis">Gaussian Discriminative Analysis</h1>
 
diff --git a/documentation/users/basics/independent-component-analysis.html 
b/documentation/users/basics/independent-component-analysis.html
index 6c8a04216..375230c4a 100644
--- a/documentation/users/basics/independent-component-analysis.html
+++ b/documentation/users/basics/independent-component-analysis.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a 
name="IndependentComponentAnalysis-IndependentComponentAnalysis"></a></p>
 <h1 id="independent-component-analysis">Independent Component Analysis</h1>
 
diff --git a/documentation/users/basics/mahout-collections.html 
b/documentation/users/basics/mahout-collections.html
index 054f07251..770d09d9e 100644
--- a/documentation/users/basics/mahout-collections.html
+++ b/documentation/users/basics/mahout-collections.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="mahout-collections">Mahout collections</h1>
 
 <p><a name="mahout-collections-Introduction"></a></p>
diff --git a/documentation/users/basics/mahoutintegration.html 
b/documentation/users/basics/mahoutintegration.html
index 2dba85506..db6f23c84 100644
--- a/documentation/users/basics/mahoutintegration.html
+++ b/documentation/users/basics/mahoutintegration.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   
 
 
diff --git a/documentation/users/basics/matrix-and-vector-needs.html 
b/documentation/users/basics/matrix-and-vector-needs.html
index 6dd1d0113..4c8c1edcd 100644
--- a/documentation/users/basics/matrix-and-vector-needs.html
+++ b/documentation/users/basics/matrix-and-vector-needs.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a name="MatrixandVectorNeeds-Intro"></a></p>
 <h1 id="intro">Intro</h1>
 
diff --git a/documentation/users/basics/principal-components-analysis.html 
b/documentation/users/basics/principal-components-analysis.html
index 303ffc054..018653f66 100644
--- a/documentation/users/basics/principal-components-analysis.html
+++ b/documentation/users/basics/principal-components-analysis.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a name="PrincipalComponentsAnalysis-PrincipalComponentsAnalysis"></a></p>
 <h1 id="principal-components-analysis">Principal Components Analysis</h1>
 
diff --git a/documentation/users/basics/svd---singular-value-decomposition.html 
b/documentation/users/basics/svd---singular-value-decomposition.html
index f301e05a7..164839186 100644
--- a/documentation/users/basics/svd---singular-value-decomposition.html
+++ b/documentation/users/basics/svd---singular-value-decomposition.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p>{excerpt}Singular Value Decomposition is a form of product decomposition 
of
 a matrix in which a rectangular matrix A is decomposed into a product U s
 V’ where U and V are orthonormal and s is a diagonal matrix.{excerpt}  The
diff --git a/documentation/users/basics/system-requirements.html 
b/documentation/users/basics/system-requirements.html
index 759e7bb61..a4311ff07 100644
--- a/documentation/users/basics/system-requirements.html
+++ b/documentation/users/basics/system-requirements.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="system-requirements">System Requirements</h1>
 
 <ul>
diff --git 
a/documentation/users/basics/tf-idf---term-frequency-inverse-document-frequency.html
 
b/documentation/users/basics/tf-idf---term-frequency-inverse-document-frequency.html
index 9dce92753..ec9a0a224 100644
--- 
a/documentation/users/basics/tf-idf---term-frequency-inverse-document-frequency.html
+++ 
b/documentation/users/basics/tf-idf---term-frequency-inverse-document-frequency.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p>{excerpt}Is a weight measure often used in information retrieval and text
 mining. This weight is a statistical measure used to evaluate how important
 a word is to a document in a collection or corpus. The importance increases
diff --git a/documentation/users/classification/bankmarketing-example.html 
b/documentation/users/classification/bankmarketing-example.html
index d1ab4a426..f9f71eae6 100644
--- a/documentation/users/classification/bankmarketing-example.html
+++ b/documentation/users/classification/bankmarketing-example.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p>#Bank Marketing Example</p>
 
 <h3 id="introduction">Introduction</h3>
diff --git a/documentation/users/classification/bayesian-commandline.html 
b/documentation/users/classification/bayesian-commandline.html
index 590019efd..0c03e1779 100644
--- a/documentation/users/classification/bayesian-commandline.html
+++ b/documentation/users/classification/bayesian-commandline.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="naive-bayes-commandline-documentation">Naive Bayes commandline 
documentation</h1>
 
 <p><a name="bayesian-commandline-Introduction"></a></p>
diff --git a/documentation/users/classification/bayesian.html 
b/documentation/users/classification/bayesian.html
index 2a347ce4c..91a60e5b4 100644
--- a/documentation/users/classification/bayesian.html
+++ b/documentation/users/classification/bayesian.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="naive-bayes">Naive Bayes</h1>
 
 <h2 id="intro">Intro</h2>
diff --git a/documentation/users/classification/breiman-example.html 
b/documentation/users/classification/breiman-example.html
index 481dea7dd..49db7a9fa 100644
--- a/documentation/users/classification/breiman-example.html
+++ b/documentation/users/classification/breiman-example.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p>#Breiman Example</p>
 
 <h4 id="introduction">Introduction</h4>
diff --git a/documentation/users/classification/class-discovery.html 
b/documentation/users/classification/class-discovery.html
index fb7a03026..44860e39a 100644
--- a/documentation/users/classification/class-discovery.html
+++ b/documentation/users/classification/class-discovery.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a name="ClassDiscovery-ClassDiscovery"></a></p>
 <h1 id="class-discovery">Class Discovery</h1>
 
diff --git a/documentation/users/classification/classifyingyourdata.html 
b/documentation/users/classification/classifyingyourdata.html
index 69669c1cd..d5a24bd29 100644
--- a/documentation/users/classification/classifyingyourdata.html
+++ b/documentation/users/classification/classifyingyourdata.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="classifying-data-from-the-command-line">Classifying data from the 
command line</h1>
 
 <p>After you’ve done the <a href="../basics/quickstart.html">Quickstart</a> 
and are familiar with the basics of Mahout, it is time to build a
diff --git a/documentation/users/classification/hidden-markov-models.html 
b/documentation/users/classification/hidden-markov-models.html
index aa03a025a..b5d748f5d 100644
--- a/documentation/users/classification/hidden-markov-models.html
+++ b/documentation/users/classification/hidden-markov-models.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="hidden-markov-models">Hidden Markov Models</h1>
 
 <p><a name="HiddenMarkovModels-IntroductionandUsage"></a></p>
diff --git 
a/documentation/users/classification/locally-weighted-linear-regression.html 
b/documentation/users/classification/locally-weighted-linear-regression.html
index 28c76633e..3650a5a2a 100644
--- a/documentation/users/classification/locally-weighted-linear-regression.html
+++ b/documentation/users/classification/locally-weighted-linear-regression.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a 
name="LocallyWeightedLinearRegression-LocallyWeightedLinearRegression"></a></p>
 <h1 id="locally-weighted-linear-regression">Locally Weighted Linear 
Regression</h1>
 
diff --git a/documentation/users/classification/logistic-regression.html 
b/documentation/users/classification/logistic-regression.html
index c96353347..4738a7155 100644
--- a/documentation/users/classification/logistic-regression.html
+++ b/documentation/users/classification/logistic-regression.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a name="LogisticRegression-LogisticRegression(SGD)"></a></p>
 <h1 id="logistic-regression-sgd">Logistic Regression (SGD)</h1>
 
diff --git a/documentation/users/classification/mlp.html 
b/documentation/users/classification/mlp.html
index cf09b6c6d..db4c87cb8 100644
--- a/documentation/users/classification/mlp.html
+++ b/documentation/users/classification/mlp.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="multilayer-perceptron">Multilayer Perceptron</h1>
 
 <p>A multilayer perceptron is a biologically inspired feed-forward network 
that can 
diff --git a/documentation/users/classification/naivebayes.html 
b/documentation/users/classification/naivebayes.html
index 2c2dd5fa7..b4bd1b918 100644
--- a/documentation/users/classification/naivebayes.html
+++ b/documentation/users/classification/naivebayes.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a name="NaiveBayes-NaiveBayes"></a></p>
 <h1 id="naive-bayes">Naive Bayes</h1>
 
diff --git a/documentation/users/classification/neural-network.html 
b/documentation/users/classification/neural-network.html
index 5b291a4a9..7a9b6464d 100644
--- a/documentation/users/classification/neural-network.html
+++ b/documentation/users/classification/neural-network.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a name="NeuralNetwork-NeuralNetworks"></a></p>
 <h1 id="neural-networks">Neural Networks</h1>
 
diff --git a/documentation/users/classification/partial-implementation.html 
b/documentation/users/classification/partial-implementation.html
index f761cccde..b07ab3836 100644
--- a/documentation/users/classification/partial-implementation.html
+++ b/documentation/users/classification/partial-implementation.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="classifying-with-random-forests">Classifying with random forests</h1>
 
 <p><a name="PartialImplementation-Introduction"></a></p>
diff --git a/documentation/users/classification/random-forests.html 
b/documentation/users/classification/random-forests.html
index 4a31652ac..2e62438dd 100644
--- a/documentation/users/classification/random-forests.html
+++ b/documentation/users/classification/random-forests.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a name="RandomForests-HowtogrowaDecisionTree"></a></p>
 <h3 id="how-to-grow-a-decision-tree">How to grow a Decision Tree</h3>
 
diff --git 
a/documentation/users/classification/restricted-boltzmann-machines.html 
b/documentation/users/classification/restricted-boltzmann-machines.html
index a77b121e6..77597ebd0 100644
--- a/documentation/users/classification/restricted-boltzmann-machines.html
+++ b/documentation/users/classification/restricted-boltzmann-machines.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p>NOTE: This implementation is a Work-In-Progress, at least till 
September,</p>
 <ol>
   <li></li>
diff --git a/documentation/users/classification/support-vector-machines.html 
b/documentation/users/classification/support-vector-machines.html
index ea72d8e80..26e68a371 100644
--- a/documentation/users/classification/support-vector-machines.html
+++ b/documentation/users/classification/support-vector-machines.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a name="SupportVectorMachines-SupportVectorMachines"></a></p>
 <h1 id="support-vector-machines">Support Vector Machines</h1>
 
diff --git a/documentation/users/classification/twenty-newsgroups.html 
b/documentation/users/classification/twenty-newsgroups.html
index d99b600cd..1986b9251 100644
--- a/documentation/users/classification/twenty-newsgroups.html
+++ b/documentation/users/classification/twenty-newsgroups.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a name="TwentyNewsgroups-TwentyNewsgroupsClassificationExample"></a></p>
 <h2 id="twenty-newsgroups-classification-example">Twenty Newsgroups 
Classification Example</h2>
 
diff --git 
a/documentation/users/classification/wikipedia-classifier-example.html 
b/documentation/users/classification/wikipedia-classifier-example.html
index c77db33cf..1eb9883e0 100644
--- a/documentation/users/classification/wikipedia-classifier-example.html
+++ b/documentation/users/classification/wikipedia-classifier-example.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="wikipedia-xml-parser-and-naive-bayes-classifier-example">Wikipedia 
XML parser and Naive Bayes Classifier Example</h1>
 
 <h2 id="introduction">Introduction</h2>
diff --git a/documentation/users/clustering/20newsgroups.html 
b/documentation/users/clustering/20newsgroups.html
index 91e6bb390..4b6068cdc 100644
--- a/documentation/users/clustering/20newsgroups.html
+++ b/documentation/users/clustering/20newsgroups.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a name="20Newsgroups-NaiveBayesusing20NewsgroupsData"></a></p>
 <h1 id="naive-bayes-using-20-newsgroups-data">Naive Bayes using 20 Newsgroups 
Data</h1>
 
diff --git a/documentation/users/clustering/canopy-clustering.html 
b/documentation/users/clustering/canopy-clustering.html
index 7af15ac38..0a9a24418 100644
--- a/documentation/users/clustering/canopy-clustering.html
+++ b/documentation/users/clustering/canopy-clustering.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a name="CanopyClustering-CanopyClustering"></a></p>
 <h1 id="canopy-clustering">Canopy Clustering</h1>
 
diff --git a/documentation/users/clustering/canopy-commandline.html 
b/documentation/users/clustering/canopy-commandline.html
index d20bf5e08..b382f18da 100644
--- a/documentation/users/clustering/canopy-commandline.html
+++ b/documentation/users/clustering/canopy-commandline.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a 
name="canopy-commandline-RunningCanopyClusteringfromtheCommandLine"></a></p>
 <h1 id="running-canopy-clustering-from-the-command-line">Running Canopy 
Clustering from the Command Line</h1>
 <p>Mahout’s Canopy clustering can be launched from the same command line
diff --git a/documentation/users/clustering/cluster-dumper.html 
b/documentation/users/clustering/cluster-dumper.html
index 6f0144fe1..ecf395b09 100644
--- a/documentation/users/clustering/cluster-dumper.html
+++ b/documentation/users/clustering/cluster-dumper.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a name="ClusterDumper-Introduction"></a></p>
 <h2 id="cluster-dumper---introduction">Cluster Dumper - Introduction</h2>
 
diff --git 
a/documentation/users/clustering/clustering-of-synthetic-control-data.html 
b/documentation/users/clustering/clustering-of-synthetic-control-data.html
index ee947edc6..818d4f197 100644
--- a/documentation/users/clustering/clustering-of-synthetic-control-data.html
+++ b/documentation/users/clustering/clustering-of-synthetic-control-data.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="clustering-synthetic-control-data">Clustering synthetic control 
data</h1>
 
 <h2 id="introduction">Introduction</h2>
diff --git a/documentation/users/clustering/clustering-seinfeld-episodes.html 
b/documentation/users/clustering/clustering-seinfeld-episodes.html
index e12aaad04..9746a355d 100644
--- a/documentation/users/clustering/clustering-seinfeld-episodes.html
+++ b/documentation/users/clustering/clustering-seinfeld-episodes.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p>Below is short tutorial on how to cluster Seinfeld episode transcripts 
with
 Mahout.</p>
 
diff --git a/documentation/users/clustering/clusteringyourdata.html 
b/documentation/users/clustering/clusteringyourdata.html
index 40a91f68e..848e8f7c5 100644
--- a/documentation/users/clustering/clusteringyourdata.html
+++ b/documentation/users/clustering/clusteringyourdata.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="clustering-your-data">Clustering your data</h1>
 
 <p>After you’ve done the <a href="quickstart.html">Quickstart</a> and are 
familiar with the basics of Mahout, it is time to cluster your own
diff --git a/documentation/users/clustering/expectation-maximization.html 
b/documentation/users/clustering/expectation-maximization.html
index 712aba9c9..e17654a8a 100644
--- a/documentation/users/clustering/expectation-maximization.html
+++ b/documentation/users/clustering/expectation-maximization.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a name="ExpectationMaximization-ExpectationMaximization"></a></p>
 <h1 id="expectation-maximization">Expectation Maximization</h1>
 
diff --git a/documentation/users/clustering/fuzzy-k-means-commandline.html 
b/documentation/users/clustering/fuzzy-k-means-commandline.html
index ff857b9c7..560370e16 100644
--- a/documentation/users/clustering/fuzzy-k-means-commandline.html
+++ b/documentation/users/clustering/fuzzy-k-means-commandline.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a 
name="fuzzy-k-means-commandline-RunningFuzzyk-MeansClusteringfromtheCommandLine"></a></p>
 <h1 id="running-fuzzy-k-means-clustering-from-the-command-line">Running Fuzzy 
k-Means Clustering from the Command Line</h1>
 <p>Mahout’s Fuzzy k-Means clustering can be launched from the same command
diff --git a/documentation/users/clustering/fuzzy-k-means.html 
b/documentation/users/clustering/fuzzy-k-means.html
index 0514480e3..cfeea7ad4 100644
--- a/documentation/users/clustering/fuzzy-k-means.html
+++ b/documentation/users/clustering/fuzzy-k-means.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="fuzzy-k-means">Fuzzy K-Means</h1>
 
 <p>Fuzzy K-Means (also called Fuzzy C-Means) is an extension of <a 
href="http://mahout.apache.org/users/clustering/k-means-clustering.html";>K-Means</a>
diff --git a/documentation/users/clustering/hierarchical-clustering.html 
b/documentation/users/clustering/hierarchical-clustering.html
index c8df99939..17cc8aae3 100644
--- a/documentation/users/clustering/hierarchical-clustering.html
+++ b/documentation/users/clustering/hierarchical-clustering.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p>Hierarchical clustering is the process or finding bigger clusters, and 
also
 the smaller clusters inside the bigger clusters.</p>
 
diff --git a/documentation/users/clustering/k-means-clustering.html 
b/documentation/users/clustering/k-means-clustering.html
index 1501c0ad6..bdc276e0d 100644
--- a/documentation/users/clustering/k-means-clustering.html
+++ b/documentation/users/clustering/k-means-clustering.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="k-means-clustering---basics">k-Means clustering - basics</h1>
 
 <p><a href="http://en.wikipedia.org/wiki/Kmeans";>k-Means</a> is a simple but 
well-known algorithm for grouping objects, clustering. All objects need to be 
represented
diff --git a/documentation/users/clustering/k-means-commandline.html 
b/documentation/users/clustering/k-means-commandline.html
index 48177d73b..9407ee44a 100644
--- a/documentation/users/clustering/k-means-commandline.html
+++ b/documentation/users/clustering/k-means-commandline.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a name="k-means-commandline-Introduction"></a></p>
 <h1 id="kmeans-commandline-introduction">kMeans commandline introduction</h1>
 
diff --git a/documentation/users/clustering/latent-dirichlet-allocation.html 
b/documentation/users/clustering/latent-dirichlet-allocation.html
index b9354d0c2..50bcf364c 100644
--- a/documentation/users/clustering/latent-dirichlet-allocation.html
+++ b/documentation/users/clustering/latent-dirichlet-allocation.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a name="LatentDirichletAllocation-Overview"></a></p>
 <h1 id="overview">Overview</h1>
 
diff --git a/documentation/users/clustering/lda-commandline.html 
b/documentation/users/clustering/lda-commandline.html
index 611ae5332..aace96bb6 100644
--- a/documentation/users/clustering/lda-commandline.html
+++ b/documentation/users/clustering/lda-commandline.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a 
name="lda-commandline-RunningLatentDirichletAllocation(algorithm)fromtheCommandLine"></a></p>
 <h1 
id="running-latent-dirichlet-allocation-algorithm-from-the-command-line">Running
 Latent Dirichlet Allocation (algorithm) from the Command Line</h1>
 <p><a href="https://issues.apache.org/jira/browse/MAHOUT-897";>Since Mahout 
v0.6</a>
diff --git a/documentation/users/clustering/llr---log-likelihood-ratio.html 
b/documentation/users/clustering/llr---log-likelihood-ratio.html
index 87bfa49ca..e76acfddf 100644
--- a/documentation/users/clustering/llr---log-likelihood-ratio.html
+++ b/documentation/users/clustering/llr---log-likelihood-ratio.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="likelihood-ratio-test">Likelihood ratio test</h1>
 
 <p><em>Likelihood ratio test is used to compare the fit of two models one
diff --git a/documentation/users/clustering/spectral-clustering.html 
b/documentation/users/clustering/spectral-clustering.html
index 823bff15a..17928a4dd 100644
--- a/documentation/users/clustering/spectral-clustering.html
+++ b/documentation/users/clustering/spectral-clustering.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="spectral-clustering-overview">Spectral Clustering Overview</h1>
 
 <p>Spectral clustering, as its name implies, makes use of the spectrum (or 
eigenvalues) of the similarity matrix of the data. It examines the 
<em>connectedness</em> of the data, whereas other clustering algorithms such as 
k-means use the <em>compactness</em> to assign clusters. Consequently, in 
situations where k-means performs well, spectral clustering will also perform 
well. Additionally, there are situations in which k-means will underperform 
(e.g. concentric circles), but spectral cl [...]
diff --git a/documentation/users/clustering/streaming-k-means.html 
b/documentation/users/clustering/streaming-k-means.html
index 4cfec821b..e191a1d0d 100644
--- a/documentation/users/clustering/streaming-k-means.html
+++ b/documentation/users/clustering/streaming-k-means.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="streamingkmeans-algorithm"><em>StreamingKMeans</em> algorithm</h1>
 
 <p>The <em>StreamingKMeans</em> algorithm is a variant of Algorithm 1 from <a 
href="http://nips.cc/Conferences/2011/Program/event.php?ID=2989"; title="M. 
Shindler, A. Wong, A. Meyerson: Fast and Accurate k-means For Large 
Datasets">Shindler et al</a> and consists of two steps:</p>
diff --git a/documentation/users/clustering/viewing-result.html 
b/documentation/users/clustering/viewing-result.html
index d42e99253..07a90628f 100644
--- a/documentation/users/clustering/viewing-result.html
+++ b/documentation/users/clustering/viewing-result.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <ul>
   <li><a href="#ViewingResult-AlgorithmViewingpages">Algorithm Viewing 
pages</a></li>
 </ul>
diff --git a/documentation/users/clustering/viewing-results.html 
b/documentation/users/clustering/viewing-results.html
index 1a797d209..13637a3fc 100644
--- a/documentation/users/clustering/viewing-results.html
+++ b/documentation/users/clustering/viewing-results.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a name="ViewingResults-Intro"></a></p>
 <h1 id="intro">Intro</h1>
 
diff --git a/documentation/users/clustering/visualizing-sample-clusters.html 
b/documentation/users/clustering/visualizing-sample-clusters.html
index d55ce3a12..f7ec6b56a 100644
--- a/documentation/users/clustering/visualizing-sample-clusters.html
+++ b/documentation/users/clustering/visualizing-sample-clusters.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a name="VisualizingSampleClusters-Introduction"></a></p>
 <h1 id="introduction">Introduction</h1>
 
diff --git a/documentation/users/dim-reduction/dimensional-reduction.html 
b/documentation/users/dim-reduction/dimensional-reduction.html
index 455404e1a..327bba635 100644
--- a/documentation/users/dim-reduction/dimensional-reduction.html
+++ b/documentation/users/dim-reduction/dimensional-reduction.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="support-for-dimensional-reduction">Support for dimensional 
reduction</h1>
 
 <p>Matrix algebra underpins the way many Big Data algorithms and data
diff --git a/documentation/users/dim-reduction/ssvd.html 
b/documentation/users/dim-reduction/ssvd.html
index 039dcd116..5f47d915f 100644
--- a/documentation/users/dim-reduction/ssvd.html
+++ b/documentation/users/dim-reduction/ssvd.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="stochastic-singular-value-decomposition">Stochastic Singular Value 
Decomposition</h1>
 
 <p>Stochastic SVD method in Mahout produces reduced rank Singular Value 
Decomposition output in its 
diff --git a/documentation/users/environment/classify-a-doc-from-the-shell.html 
b/documentation/users/environment/classify-a-doc-from-the-shell.html
index 2450c2982..39c18f409 100644
--- a/documentation/users/environment/classify-a-doc-from-the-shell.html
+++ b/documentation/users/environment/classify-a-doc-from-the-shell.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p>#Building a text classifier in Mahout’s Spark Shell</p>
 
 <p>This tutorial will take you through the steps used to train a Multinomial 
Naive Bayes model and create a text classifier based on that model using the 
<code class="language-plaintext highlighter-rouge">mahout 
spark-shell</code>.</p>
diff --git a/documentation/users/environment/h2o-internals.html 
b/documentation/users/environment/h2o-internals.html
index d221865c1..6f6e73c31 100644
--- a/documentation/users/environment/h2o-internals.html
+++ b/documentation/users/environment/h2o-internals.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="introduction">Introduction</h1>
 
 <p>This document provides an overview of how the Mahout Samsara environment is 
implemented over the H2O backend engine. The document is aimed at Mahout 
developers, to give a high level description of the design so that one can 
explore the code inside <code class="language-plaintext 
highlighter-rouge">h2o/</code> with some context.</p>
diff --git a/documentation/users/environment/how-to-build-an-app.html 
b/documentation/users/environment/how-to-build-an-app.html
index d1646d241..7723880c6 100644
--- a/documentation/users/environment/how-to-build-an-app.html
+++ b/documentation/users/environment/how-to-build-an-app.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="how-to-create-and-app-using-mahout">How to create and App using 
Mahout</h1>
 
 <p>This is an example of how to create a simple app using Mahout as a Library. 
The source is available on Github in the <a 
href="https://github.com/pferrel/3-input-cooc";>3-input-cooc project</a> with 
more explanation about what it does (has to do with collaborative filtering). 
For this tutorial we’ll concentrate on the app rather than the data science.</p>
diff --git a/documentation/users/environment/in-core-reference.html 
b/documentation/users/environment/in-core-reference.html
index 4ab6e6116..4fb1c1f51 100644
--- a/documentation/users/environment/in-core-reference.html
+++ b/documentation/users/environment/in-core-reference.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h2 
id="mahout-samsaras-in-core-linear-algebra-dsl-reference">Mahout-Samsara’s 
In-Core Linear Algebra DSL Reference</h2>
 
 <h4 id="imports">Imports</h4>
diff --git a/documentation/users/environment/out-of-core-reference.html 
b/documentation/users/environment/out-of-core-reference.html
index a526c2de5..58cdb2010 100644
--- a/documentation/users/environment/out-of-core-reference.html
+++ b/documentation/users/environment/out-of-core-reference.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 
id="mahout-samsaras-distributed-linear-algebra-dsl-reference">Mahout-Samsara’s 
Distributed Linear Algebra DSL Reference</h1>
 
 <p><strong>Note: this page is meant only as a quick reference to 
Mahout-Samsara’s R-Like DSL semantics.  For more information, including 
information on Mahout-Samsara’s Algebraic Optimizer please see: <a 
href="http://mahout.apache.org/users/sparkbindings/ScalaSparkBindings.pdf";>Mahout
 Scala Bindings and Mahout Spark Bindings for Linear Algebra 
Subroutines</a>.</strong></p>
diff --git a/documentation/users/environment/spark-internals.html 
b/documentation/users/environment/spark-internals.html
index c27beef43..9cd8cdc26 100644
--- a/documentation/users/environment/spark-internals.html
+++ b/documentation/users/environment/spark-internals.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="introduction">Introduction</h1>
 
 <p>This document provides an overview of how the Mahout Scala DSL (distributed 
algebraic operators) is implemented over the Spark back end engine. The 
document is aimed at Mahout developers, to give a high level description of the 
design.</p>
diff --git a/documentation/users/flinkbindings/flink-internals.html 
b/documentation/users/flinkbindings/flink-internals.html
index 088988341..44da47640 100644
--- a/documentation/users/flinkbindings/flink-internals.html
+++ b/documentation/users/flinkbindings/flink-internals.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p>#Introduction</p>
 
 <p>This document provides an overview of how the Mahout Samsara environment is 
implemented over the Apache Flink backend engine. This document gives an 
overview of the code layout for the Flink backend engine, the source code for 
which can be found under /flink directory in the Mahout codebase.</p>
diff --git a/documentation/users/flinkbindings/playing-with-samsara-flink.html 
b/documentation/users/flinkbindings/playing-with-samsara-flink.html
index af25554c8..fb81529bc 100644
--- a/documentation/users/flinkbindings/playing-with-samsara-flink.html
+++ b/documentation/users/flinkbindings/playing-with-samsara-flink.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h2 id="getting-started">Getting Started</h2>
 
 <p>To get started, add the following dependency to the pom:</p>
diff --git a/documentation/users/index.html b/documentation/users/index.html
index 0b53a4680..4c85426e1 100644
--- a/documentation/users/index.html
+++ b/documentation/users/index.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <div class="container mt-5 pb-4">
 
   <div class="row">
diff --git a/documentation/users/misc/mr---map-reduce.html 
b/documentation/users/misc/mr---map-reduce.html
index 2dc0a79ff..1548d3dad 100644
--- a/documentation/users/misc/mr---map-reduce.html
+++ b/documentation/users/misc/mr---map-reduce.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p>{excerpt}MapReduce is a framework for processing huge datasets on certain
 kinds of distributable problems using a large number of computers (nodes),
 collectively referred to as a cluster.{excerpt} Computational processing
diff --git a/documentation/users/misc/parallel-frequent-pattern-mining.html 
b/documentation/users/misc/parallel-frequent-pattern-mining.html
index d6ca30f86..0f7202d42 100644
--- a/documentation/users/misc/parallel-frequent-pattern-mining.html
+++ b/documentation/users/misc/parallel-frequent-pattern-mining.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p>Mahout has a Top K Parallel FPGrowth Implementation. Its based on the 
paper <a 
href="http://infolab.stanford.edu/~echang/recsys08-69.pdf";>http://infolab.stanford.edu/~echang/recsys08-69.pdf</a>
  with some optimisations in mining the data.</p>
 
diff --git a/documentation/users/misc/perceptron-and-winnow.html 
b/documentation/users/misc/perceptron-and-winnow.html
index 5a012a5f7..220a78822 100644
--- a/documentation/users/misc/perceptron-and-winnow.html
+++ b/documentation/users/misc/perceptron-and-winnow.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a 
name="PerceptronandWinnow-ClassificationwithPerceptronorWinnow"></a></p>
 <h1 id="classification-with-perceptron-or-winnow">Classification with 
Perceptron or Winnow</h1>
 
diff --git a/documentation/users/misc/testing.html 
b/documentation/users/misc/testing.html
index 1ea630e20..e5ec41983 100644
--- a/documentation/users/misc/testing.html
+++ b/documentation/users/misc/testing.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a name="Testing-Intro"></a></p>
 <h1 id="intro">Intro</h1>
 
diff --git a/documentation/users/misc/using-mahout-with-python-via-jpype.html 
b/documentation/users/misc/using-mahout-with-python-via-jpype.html
index b776f53e4..2a2f32f95 100644
--- a/documentation/users/misc/using-mahout-with-python-via-jpype.html
+++ b/documentation/users/misc/using-mahout-with-python-via-jpype.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a name="UsingMahoutwithPythonviaJPype-overview"></a></p>
 <h1 id="mahout-over-jython---some-examples">Mahout over Jython - some 
examples</h1>
 <p>This tutorial provides some sample code illustrating how we can read and
diff --git a/documentation/users/recommender/intro-als-hadoop.html 
b/documentation/users/recommender/intro-als-hadoop.html
index c7c69fa4d..6307ba8de 100644
--- a/documentation/users/recommender/intro-als-hadoop.html
+++ b/documentation/users/recommender/intro-als-hadoop.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="introduction-to-als-recommendations-with-hadoop">Introduction to ALS 
Recommendations with Hadoop</h1>
 
 <p>##Overview</p>
diff --git a/documentation/users/recommender/intro-itembased-hadoop.html 
b/documentation/users/recommender/intro-itembased-hadoop.html
index fd03b3a5e..f88f69060 100644
--- a/documentation/users/recommender/intro-itembased-hadoop.html
+++ b/documentation/users/recommender/intro-itembased-hadoop.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="introduction-to-item-based-recommendations-with-hadoop">Introduction 
to Item-Based Recommendations with Hadoop</h1>
 
 <p>##Overview</p>
diff --git a/documentation/users/recommender/matrix-factorization.html 
b/documentation/users/recommender/matrix-factorization.html
index ba9d4847c..940da6916 100644
--- a/documentation/users/recommender/matrix-factorization.html
+++ b/documentation/users/recommender/matrix-factorization.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a name="MatrixFactorization-Intro"></a></p>
 <h1 
id="introduction-to-matrix-factorization-for-recommendation-mining">Introduction
 to Matrix Factorization for Recommendation Mining</h1>
 
diff --git a/documentation/users/recommender/recommender-documentation.html 
b/documentation/users/recommender/recommender-documentation.html
index 0a1fd9fd5..95b0cd8d5 100644
--- a/documentation/users/recommender/recommender-documentation.html
+++ b/documentation/users/recommender/recommender-documentation.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a name="RecommenderDocumentation-Overview"></a></p>
 <h2 id="overview">Overview</h2>
 
diff --git a/documentation/users/recommender/recommender-first-timer-faq.html 
b/documentation/users/recommender/recommender-first-timer-faq.html
index eb5078414..d813bf8af 100644
--- a/documentation/users/recommender/recommender-first-timer-faq.html
+++ b/documentation/users/recommender/recommender-first-timer-faq.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="recommender-first-timer-dos-and-donts">Recommender First Timer Dos 
and Don’ts</h1>
 
 <p>Many people with an interest in recommenders arrive at Mahout since they’re
diff --git a/documentation/users/recommender/userbased-5-minutes.html 
b/documentation/users/recommender/userbased-5-minutes.html
index 0856c3ace..d7ff6a68f 100644
--- a/documentation/users/recommender/userbased-5-minutes.html
+++ b/documentation/users/recommender/userbased-5-minutes.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="creating-a-user-based-recommender-in-5-minutes">Creating a 
User-Based Recommender in 5 minutes</h1>
 
 <p>##Prerequisites</p>
diff --git a/documentation/users/sparkbindings/faq.html 
b/documentation/users/sparkbindings/faq.html
index d5f7399cf..e0403b488 100644
--- a/documentation/users/sparkbindings/faq.html
+++ b/documentation/users/sparkbindings/faq.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="faq-for-using-mahout-with-spark">FAQ for using Mahout with Spark</h1>
 
 <p><strong>Q: Mahout Spark shell doesn’t start; “ClassNotFound” problems or 
various classpath problems.</strong></p>
diff --git a/documentation/users/sparkbindings/home.html 
b/documentation/users/sparkbindings/home.html
index 19dc2fdcc..520dda283 100644
--- a/documentation/users/sparkbindings/home.html
+++ b/documentation/users/sparkbindings/home.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="scala--spark-bindings">Scala &amp; Spark Bindings:</h1>
 <p><em>Bringing algebraic semantics</em></p>
 
diff --git a/documentation/users/sparkbindings/play-with-shell.html 
b/documentation/users/sparkbindings/play-with-shell.html
index cc5ec0ae0..45d848c85 100644
--- a/documentation/users/sparkbindings/play-with-shell.html
+++ b/documentation/users/sparkbindings/play-with-shell.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="playing-with-mahouts-spark-shell">Playing with Mahout’s Spark 
Shell</h1>
 
 <p>This tutorial will show you how to play with Mahout’s scala DSL for linear 
algebra and its Spark shell. <strong>Please keep in mind that this code is 
still in a very early experimental stage</strong>.</p>
diff --git a/download/downloads.html b/download/downloads.html
index 1ff53bf9d..1a958b078 100644
--- a/download/downloads.html
+++ b/download/downloads.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <div class="container mt-5 pb-4">
 
   <div class="row">
diff --git a/feed.xml b/feed.xml
index 19fc0a70a..c6712b4a2 100644
--- a/feed.xml
+++ b/feed.xml
@@ -1,4 +1,4 @@
-<?xml version="1.0" encoding="utf-8"?><feed 
xmlns="http://www.w3.org/2005/Atom"; ><generator uri="https://jekyllrb.com/"; 
version="4.3.2">Jekyll</generator><link 
href="http://mahout.apache.org//feed.xml"; rel="self" 
type="application/atom+xml" /><link href="http://mahout.apache.org//"; 
rel="alternate" type="text/html" 
/><updated>2025-04-11T17:22:17+00:00</updated><id>http://mahout.apache.org//feed.xml</id><title
 type="html">Apache Mahout</title><subtitle>Distributed Linear 
Algebra</subtitle> [...]
+<?xml version="1.0" encoding="utf-8"?><feed 
xmlns="http://www.w3.org/2005/Atom"; ><generator uri="https://jekyllrb.com/"; 
version="4.3.2">Jekyll</generator><link 
href="http://mahout.apache.org//feed.xml"; rel="self" 
type="application/atom+xml" /><link href="http://mahout.apache.org//"; 
rel="alternate" type="text/html" 
/><updated>2025-04-14T17:10:29+00:00</updated><id>http://mahout.apache.org//feed.xml</id><title
 type="html">Apache Mahout</title><subtitle>Distributed Linear 
Algebra</subtitle> [...]
 <p><a href="https://github.com/apache/mahout/discussions/532";>Minutes</a> on 
GitHub Discussions.</p>]]></content><author><name>The Apache Software 
Foundation</name><email>d...@mahout.apache.org</email></author><category 
term="minutes" /><summary type="html"><![CDATA[Weekly community meeting Minutes 
on GitHub Discussions.]]></summary></entry><entry><title type="html">Meeting 
Minutes</title><link 
href="http://mahout.apache.org//minutes/2025/03/21/Meeting-Minutes.html"; 
rel="alternate" type=" [...]
 <p><a href="https://github.com/apache/mahout/discussions/523";>Minutes</a> on 
GitHub Discussions.</p>]]></content><author><name>The Apache Software 
Foundation</name><email>d...@mahout.apache.org</email></author><category 
term="minutes" /><summary type="html"><![CDATA[Weekly community meeting Minutes 
on GitHub Discussions.]]></summary></entry><entry><title type="html">Meeting 
Minutes</title><link 
href="http://mahout.apache.org//minutes/2025/03/13/Meeting-Minutes.html"; 
rel="alternate" type=" [...]
 <p><a href="mailto:user-subscr...@mahout.apache.org";>Subscribe</a> to the 
Mahout User list to ask for details on joining.</p>
diff --git a/general/books-tutorials-and-talks.html 
b/general/books-tutorials-and-talks.html
index c709c2e34..7d81211ab 100644
--- a/general/books-tutorials-and-talks.html
+++ b/general/books-tutorials-and-talks.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="intro">Intro</h1>
 
 <p>This page is a place for info about talks (past and upcoming), tutorials, 
articles, books, slides, PDFs, discussions, etc. about Mahout. No endorsements 
are implied or
diff --git a/general/faq.html b/general/faq.html
index ede082f85..c37d6bae3 100644
--- a/general/faq.html
+++ b/general/faq.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="the-official-mahout-faq">The Official Mahout FAQ</h1>
 
 <p><em>General</em></p>
diff --git a/general/glossary.html b/general/glossary.html
index 397b7f73b..103c5810c 100644
--- a/general/glossary.html
+++ b/general/glossary.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p>This is a list of common glossary terms used on both the mailing lists and
 around the site. Where possible I have tried to provide a link to more
 in-depth explanations from the web</p>
diff --git a/general/mahout-benchmarks.html b/general/mahout-benchmarks.html
index 42a5ecee5..86b6f98d6 100644
--- a/general/mahout-benchmarks.html
+++ b/general/mahout-benchmarks.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a name="MahoutBenchmarks-Introduction"></a></p>
 <h1 id="introduction">Introduction</h1>
 
diff --git a/general/mahout-wiki.html b/general/mahout-wiki.html
index b15519306..0eb756911 100644
--- a/general/mahout-wiki.html
+++ b/general/mahout-wiki.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p>Apache Mahout is a new Apache TLP project to create scalable, machine
 learning algorithms under the Apache license.</p>
 
diff --git a/general/powered-by-mahout.html b/general/powered-by-mahout.html
index e541ea968..c3d3c48a4 100644
--- a/general/powered-by-mahout.html
+++ b/general/powered-by-mahout.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="powered-by-mahout">Powered by Mahout</h1>
 
 <p>Are you using Mahout to do Machine Learning? <a 
href="https://mahout.apache.org/community/mailing-lists.html";>Care to 
share</a>? Developers of the project always are happy to learn about new happy 
users with interesting use cases.</p>
diff --git a/general/privacy-policy.html b/general/privacy-policy.html
index 3b33d63f8..6d80c48b4 100644
--- a/general/privacy-policy.html
+++ b/general/privacy-policy.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <div class="container mt-5 pb-4">
 
   <div class="row">
diff --git a/general/professional-support.html 
b/general/professional-support.html
index 68b8ab8a5..5f6b8e413 100644
--- a/general/professional-support.html
+++ b/general/professional-support.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <p><a name="ProfessionalSupport-ProfessionalsupportforMahout"></a></p>
 <h1 id="professional-support-for-mahout">Professional support for Mahout</h1>
 
diff --git a/general/reference-reading.html b/general/reference-reading.html
index 21a4f935c..320e5927f 100644
--- a/general/reference-reading.html
+++ b/general/reference-reading.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="reference-reading">Reference Reading</h1>
 
 <p>Here we provide references to books and courses about data analysis in 
general, which might also be helpful in the context of Mahout.</p>
diff --git a/general/release-notes.html b/general/release-notes.html
index 8493366db..355e10017 100644
--- a/general/release-notes.html
+++ b/general/release-notes.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <h1 id="release-notes">Release Notes</h1>
 
 <h4 id="11-april-2016---apache-mahout-0120-released">11 April 2016 - Apache 
Mahout 0.12.0 released</h4>
diff --git a/index.html b/index.html
index c01b71fa8..1133e5f85 100644
--- a/index.html
+++ b/index.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <div>
   <header class="mahout-header">
     <div class="mahout-header-upper">
diff --git a/minutes/2020/10/30/weekly-meeting-minutes.html 
b/minutes/2020/10/30/weekly-meeting-minutes.html
index a792404de..75da0514a 100644
--- a/minutes/2020/10/30/weekly-meeting-minutes.html
+++ b/minutes/2020/10/30/weekly-meeting-minutes.html
@@ -210,7 +210,7 @@
 
 </nav>
 
-
+  
   <div class="container mt-5 pb-4">
 
   <article class="post" itemscope="itemscope" 
itemtype="http://schema.org/BlogPosting";>
diff --git a/minutes/2020/11/06/weekly-meeting-minutes.html 
b/minutes/2020/11/06/weekly-meeting-minutes.html
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@@ -210,7 +210,7 @@
 
 </nav>
 
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   <div class="container mt-5 pb-4">
 
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diff --git a/minutes/2020/11/13/weekly-meeting-minutes.html 
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diff --git a/minutes/2020/11/20/weekly-meeting-minutes.html 
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@@ -210,7 +210,7 @@
 
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diff --git a/minutes/2020/12/08/weekly-meeting-minutes.html 
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 </nav>
 
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