diff --git a/association-rules.html b/association-rules.html
new file mode 100644
index 0000000..53913aa
--- /dev/null
+++ b/association-rules.html
@@ -0,0 +1,425 @@
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+
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+<meta name="generator" content="pandoc" />
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+<title>association-rules.knit</title>
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+<style type="text/css">
+
+#TOC {
+  margin: 25px 0px 20px 0px;
+}
+@media (max-width: 768px) {
+#TOC {
+  position: relative;
+  width: 100%;
+}
+}
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+
+
+<div class="container-fluid main-container">
+
+
+<!-- setup 3col/9col grid for toc_float and main content  -->
+<div class="row">
+<div class="col-xs-12 col-sm-4 col-md-3">
+<div id="TOC" class="tocify">
+</div>
+</div>
+
+<div class="toc-content col-xs-12 col-sm-8 col-md-9">
+
+
+
+
+<div class="navbar navbar-default  navbar-fixed-top" role="navigation">
+  <div class="container">
+    <div class="navbar-header">
+      <button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-bs-toggle="collapse" data-target="#navbar" data-bs-target="#navbar">
+        <span class="icon-bar"></span>
+        <span class="icon-bar"></span>
+        <span class="icon-bar"></span>
+      </button>
+      <a class="navbar-brand" href="index.html"><a class='navbar-brand' href='#'>Unsupervised Learning Project</a></a>
+    </div>
+    <div id="navbar" class="navbar-collapse collapse">
+      <ul class="nav navbar-nav">
+        <li>
+  <a href="index.html">Home</a>
+</li>
+<li>
+  <a href="kmeans-clustering.html">KMeans Clutering</a>
+</li>
+<li>
+  <a href="dimensionality-reduction.html">Dimension Reduction</a>
+</li>
+<li>
+  <a href="association-rules.html">Association Rule</a>
+</li>
+      </ul>
+      <ul class="nav navbar-nav navbar-right">
+        
+      </ul>
+    </div><!--/.nav-collapse -->
+  </div><!--/.container -->
+</div><!--/.navbar -->
+
+<div id="header">
+
+
+
+
+</div>
+
+
+<div id="association-rule" class="section level2">
+<h2><strong>Association Rule</strong></h2>
+<p>Porimol Chandro<br />
+1st Year Master’s Student of Data Science and Business Analytics<br />
+Faculty of Economic Sciences, University of Warsaw</p>
+</div>
+<div id="association-rule-1" class="section level2">
+<h2>Association Rule</h2>
+<p>Work in progress…..</p>
+</div>
+
+
+
+</div>
+</div>
+
+</div>
+
+<script>
+
+// add bootstrap table styles to pandoc tables
+function bootstrapStylePandocTables() {
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+}
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+  bootstrapStylePandocTables();
+});
+
+
+</script>
+
+<!-- tabsets -->
+
+<script>
+$(document).ready(function () {
+  window.buildTabsets("TOC");
+});
+
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+  $('.tabset-dropdown > .nav-tabs > li').click(function () {
+    $(this).parent().toggleClass('nav-tabs-open');
+  });
+});
+</script>
+
+<!-- code folding -->
+
+<script>
+$(document).ready(function ()  {
+
+    // temporarily add toc-ignore selector to headers for the consistency with Pandoc
+    $('.unlisted.unnumbered').addClass('toc-ignore')
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+        .children('h1,h2,h3,h4,h5').addClass('toc-ignore');
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+  (function () {
+    var script = document.createElement("script");
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+  })();
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+
+</body>
+</html>
diff --git a/dimension-reduction.html b/dimensionality-reduction.html
similarity index 98%
rename from dimension-reduction.html
rename to dimensionality-reduction.html
index 98f02a1..d4909e0 100644
--- a/dimension-reduction.html
+++ b/dimensionality-reduction.html
@@ -11,7 +11,7 @@
 
 
 
-<title>dimension-reduction.knit</title>
+<title>dimensionality-reduction.knit</title>
 
 <script src="site_libs/header-attrs-2.25/header-attrs.js"></script>
 <script src="site_libs/jquery-3.6.0/jquery-3.6.0.min.js"></script>
@@ -313,10 +313,10 @@
   <a href="kmeans-clustering.html">KMeans Clutering</a>
 </li>
 <li>
-  <a href="dimension-reduction.html">Dimension Reduction</a>
+  <a href="dimensionality-reduction.html">Dimension Reduction</a>
 </li>
 <li>
-  <a href="association-rule.html">Association Rule</a>
+  <a href="association-rules.html">Association Rule</a>
 </li>
       </ul>
       <ul class="nav navbar-nav navbar-right">
diff --git a/index.html b/index.html
index 42d7929..52574bb 100644
--- a/index.html
+++ b/index.html
@@ -313,10 +313,10 @@
   <a href="kmeans-clustering.html">KMeans Clutering</a>
 </li>
 <li>
-  <a href="dimension-reduction.html">Dimension Reduction</a>
+  <a href="dimensionality-reduction.html">Dimension Reduction</a>
 </li>
 <li>
-  <a href="association-rule.html">Association Rule</a>
+  <a href="association-rules.html">Association Rule</a>
 </li>
       </ul>
       <ul class="nav navbar-nav navbar-right">
@@ -341,21 +341,20 @@ <h2>Source Code Repository</h2>
 </div>
 <div id="clustering-project" class="section level2">
 <h2>Clustering Project</h2>
-<p>Shinyapps : <a href="kmeans-clustering.html">KMeans
-Clustering</a><br />
+<p>Report Link : <a href="kmeans-clustering.html">Clustering</a><br />
 Github Link : <a
 href="https://github.com/porimol/usl-project/blob/main/kmeans-clustering.ipynb">https://github.com/porimol/usl-project/blob/main/kmeans-clustering.ipynb</a></p>
 </div>
 <div id="dimensionality-reduction" class="section level2">
 <h2>Dimensionality Reduction</h2>
-<p>Shinyapps : <a href="dimensionality-reduction.html">Dimensionality
+<p>Report Link : <a href="dimensionality-reduction.html">Dimensionality
 Reduction</a><br />
 Github Link : <a
 href="https://github.com/porimol/usl-project/blob/main/dimensionality-reduction.ipynb">https://github.com/porimol/usl-project/blob/main/dimensionality-reduction.ipynb</a></p>
 </div>
 <div id="association-rules" class="section level2">
 <h2>Association Rules</h2>
-<p>Shinyapps : <a href="association-rules.html">Association
+<p>Report Link : <a href="association-rules.html">Association
 Rulesn</a><br />
 Github Link : <a
 href="https://github.com/porimol/usl-project/blob/main/association-reduction.ipynb">https://github.com/porimol/usl-project/blob/main/association-reduction.ipynb</a></p>
