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diff --git a/Week_00/00_Overview.html b/Week_00/00_Overview.html
@@ -252,6 +252,9 @@
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Week_04/004_Overview.html">Week_04: Overview</a><input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-5"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_16.html">Day 16 - Introduction to EDA and Data Visualization in Python</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_17.html">Day 17 - Implementing Descriptive Statistics for EDA in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_18.html">Day 18 - Visualization Techniques for Data Distribution in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_19.html">Day 19: Correlation Analysis using Python</a></li>
+
 </ul>
 </li>
 </ul>

diff --git a/Week_00/00a_DailyChallenge.html b/Week_00/00a_DailyChallenge.html
@@ -252,6 +252,9 @@
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Week_04/004_Overview.html">Week_04: Overview</a><input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-5"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_16.html">Day 16 - Introduction to EDA and Data Visualization in Python</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_17.html">Day 17 - Implementing Descriptive Statistics for EDA in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_18.html">Day 18 - Visualization Techniques for Data Distribution in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_19.html">Day 19: Correlation Analysis using Python</a></li>
+
 </ul>
 </li>
 </ul>

diff --git a/Week_00/00b_DailyResources.html b/Week_00/00b_DailyResources.html
@@ -252,6 +252,9 @@
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Week_04/004_Overview.html">Week_04: Overview</a><input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-5"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_16.html">Day 16 - Introduction to EDA and Data Visualization in Python</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_17.html">Day 17 - Implementing Descriptive Statistics for EDA in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_18.html">Day 18 - Visualization Techniques for Data Distribution in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_19.html">Day 19: Correlation Analysis using Python</a></li>
+
 </ul>
 </li>
 </ul>

diff --git a/Week_00/01_Errata.html b/Week_00/01_Errata.html
@@ -252,6 +252,9 @@
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Week_04/004_Overview.html">Week_04: Overview</a><input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-5"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_16.html">Day 16 - Introduction to EDA and Data Visualization in Python</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_17.html">Day 17 - Implementing Descriptive Statistics for EDA in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_18.html">Day 18 - Visualization Techniques for Data Distribution in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_19.html">Day 19: Correlation Analysis using Python</a></li>
+
 </ul>
 </li>
 </ul>

diff --git a/Week_01/001_Overview.html b/Week_01/001_Overview.html
@@ -252,6 +252,9 @@
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Week_04/004_Overview.html">Week_04: Overview</a><input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-5"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_16.html">Day 16 - Introduction to EDA and Data Visualization in Python</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_17.html">Day 17 - Implementing Descriptive Statistics for EDA in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_18.html">Day 18 - Visualization Techniques for Data Distribution in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_19.html">Day 19: Correlation Analysis using Python</a></li>
+
 </ul>
 </li>
 </ul>

diff --git a/Week_01/Lesson_01.html b/Week_01/Lesson_01.html
@@ -252,6 +252,9 @@
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Week_04/004_Overview.html">Week_04: Overview</a><input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-5"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_16.html">Day 16 - Introduction to EDA and Data Visualization in Python</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_17.html">Day 17 - Implementing Descriptive Statistics for EDA in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_18.html">Day 18 - Visualization Techniques for Data Distribution in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_19.html">Day 19: Correlation Analysis using Python</a></li>
+
 </ul>
 </li>
 </ul>

diff --git a/Week_01/Lesson_02.html b/Week_01/Lesson_02.html
@@ -252,6 +252,9 @@
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Week_04/004_Overview.html">Week_04: Overview</a><input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-5"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_16.html">Day 16 - Introduction to EDA and Data Visualization in Python</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_17.html">Day 17 - Implementing Descriptive Statistics for EDA in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_18.html">Day 18 - Visualization Techniques for Data Distribution in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_19.html">Day 19: Correlation Analysis using Python</a></li>
+
 </ul>
 </li>
 </ul>

diff --git a/Week_01/Lesson_03.html b/Week_01/Lesson_03.html
@@ -252,6 +252,9 @@
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Week_04/004_Overview.html">Week_04: Overview</a><input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-5"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_16.html">Day 16 - Introduction to EDA and Data Visualization in Python</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_17.html">Day 17 - Implementing Descriptive Statistics for EDA in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_18.html">Day 18 - Visualization Techniques for Data Distribution in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_19.html">Day 19: Correlation Analysis using Python</a></li>
+
 </ul>
 </li>
 </ul>

diff --git a/Week_01/Lesson_04.html b/Week_01/Lesson_04.html
@@ -252,6 +252,9 @@
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Week_04/004_Overview.html">Week_04: Overview</a><input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-5"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_16.html">Day 16 - Introduction to EDA and Data Visualization in Python</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_17.html">Day 17 - Implementing Descriptive Statistics for EDA in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_18.html">Day 18 - Visualization Techniques for Data Distribution in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_19.html">Day 19: Correlation Analysis using Python</a></li>
+
 </ul>
 </li>
 </ul>

diff --git a/Week_01/Lesson_05.html b/Week_01/Lesson_05.html
@@ -252,6 +252,9 @@
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Week_04/004_Overview.html">Week_04: Overview</a><input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-5"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_16.html">Day 16 - Introduction to EDA and Data Visualization in Python</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_17.html">Day 17 - Implementing Descriptive Statistics for EDA in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_18.html">Day 18 - Visualization Techniques for Data Distribution in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_19.html">Day 19: Correlation Analysis using Python</a></li>
+
 </ul>
 </li>
 </ul>
@@ -771,7 +774,7 @@ <h3>Standard Library Highlights<a class="headerlink" href="#standard-library-hig
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.5480130607241249
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.6587361050270554
 </pre></div>
 </div>
 </div>
@@ -837,7 +840,7 @@ <h3>Standard Library Highlights<a class="headerlink" href="#standard-library-hig
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2024-01-22 14:59:54.211011
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2024-01-24 14:38:00.295249
 </pre></div>
 </div>
 </div>
@@ -1201,8 +1204,8 @@ <h3>Basic Quiz Game<a class="headerlink" href="#basic-quiz-game" title="Permalin
 </div>
 <div class="cell_output docutils container">
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>What is the capital of France?
-a. Paris
-b. Rome
+a. Rome
+b. Paris
 c. London
 </pre></div>
 </div>

diff --git a/Week_02/002_Overview.html b/Week_02/002_Overview.html
@@ -252,6 +252,9 @@
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Week_04/004_Overview.html">Week_04: Overview</a><input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-5"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_16.html">Day 16 - Introduction to EDA and Data Visualization in Python</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_17.html">Day 17 - Implementing Descriptive Statistics for EDA in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_18.html">Day 18 - Visualization Techniques for Data Distribution in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_19.html">Day 19: Correlation Analysis using Python</a></li>
+
 </ul>
 </li>
 </ul>

diff --git a/Week_02/Lesson_06.html b/Week_02/Lesson_06.html
@@ -254,6 +254,9 @@
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Week_04/004_Overview.html">Week_04: Overview</a><input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-5"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_16.html">Day 16 - Introduction to EDA and Data Visualization in Python</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_17.html">Day 17 - Implementing Descriptive Statistics for EDA in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_18.html">Day 18 - Visualization Techniques for Data Distribution in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_19.html">Day 19: Correlation Analysis using Python</a></li>
+
 </ul>
 </li>
 </ul>

diff --git a/Week_02/Lesson_07.html b/Week_02/Lesson_07.html
@@ -254,6 +254,9 @@
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Week_04/004_Overview.html">Week_04: Overview</a><input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-5"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_16.html">Day 16 - Introduction to EDA and Data Visualization in Python</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_17.html">Day 17 - Implementing Descriptive Statistics for EDA in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_18.html">Day 18 - Visualization Techniques for Data Distribution in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_19.html">Day 19: Correlation Analysis using Python</a></li>
+
 </ul>
 </li>
 </ul>
@@ -734,15 +737,15 @@ <h3>Matrix Dot Product (Element-wise Product):<a class="headerlink" href="#matri
 [[ 38  50]
  [ 83 113]] 
 
-[[ 61 109 107 141]
- [ 47  75  74  95]
- [ 54  91  71 127]
- [ 46  93 124 109]] 
+[[ 65  86  92  92]
+ [ 89  91 137 116]
+ [ 59  54  98  80]
+ [ 72 102  99  87]] 
 
-[[ 29  76  63  76]
- [ 34  87  82  87]
- [ 45 108  45  72]
- [ 75 183 121 155]]
+[[126  72 123 103]
+ [ 99  48 105  86]
+ [ 84  43  95  91]
+ [ 96  57  96  72]]
 </pre></div>
 </div>
 </div>

diff --git a/Week_02/Lesson_08.html b/Week_02/Lesson_08.html
@@ -254,6 +254,9 @@
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Week_04/004_Overview.html">Week_04: Overview</a><input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-5"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_16.html">Day 16 - Introduction to EDA and Data Visualization in Python</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_17.html">Day 17 - Implementing Descriptive Statistics for EDA in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_18.html">Day 18 - Visualization Techniques for Data Distribution in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_19.html">Day 19: Correlation Analysis using Python</a></li>
+
 </ul>
 </li>
 </ul>

diff --git a/Week_02/Lesson_09.html b/Week_02/Lesson_09.html
@@ -254,6 +254,9 @@
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Week_04/004_Overview.html">Week_04: Overview</a><input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-5"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_16.html">Day 16 - Introduction to EDA and Data Visualization in Python</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_17.html">Day 17 - Implementing Descriptive Statistics for EDA in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_18.html">Day 18 - Visualization Techniques for Data Distribution in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_19.html">Day 19: Correlation Analysis using Python</a></li>
+
 </ul>
 </li>
 </ul>

diff --git a/Week_02/Lesson_10.html b/Week_02/Lesson_10.html
@@ -252,6 +252,9 @@
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Week_04/004_Overview.html">Week_04: Overview</a><input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-5"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_16.html">Day 16 - Introduction to EDA and Data Visualization in Python</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_17.html">Day 17 - Implementing Descriptive Statistics for EDA in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_18.html">Day 18 - Visualization Techniques for Data Distribution in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_19.html">Day 19: Correlation Analysis using Python</a></li>
+
 </ul>
 </li>
 </ul>
@@ -643,7 +646,7 @@ <h4>Step 3: Understanding Distributions<a class="headerlink" href="#step-3-under
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/29b394e1a2fd570dcc21aed85befc9ca6b0a1b929ce0be9812d211e292322395.png" src="../_images/29b394e1a2fd570dcc21aed85befc9ca6b0a1b929ce0be9812d211e292322395.png" />
+<img alt="../_images/76919a08b3aad080cf64674b3b00b96cfe1e389472dba1aea6e64217504ce677.png" src="../_images/76919a08b3aad080cf64674b3b00b96cfe1e389472dba1aea6e64217504ce677.png" />
 </div>
 </div>
 <p><strong>Binomial Distribution Example</strong></p>
@@ -663,7 +666,7 @@ <h4>Step 3: Understanding Distributions<a class="headerlink" href="#step-3-under
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/b5c09a171299e093156acfeca4e7006d95198128ea51d0430f30bc33bc2c1d38.png" src="../_images/b5c09a171299e093156acfeca4e7006d95198128ea51d0430f30bc33bc2c1d38.png" />
+<img alt="../_images/d2edc567419aa9e4b75191a92e5ac234efc7d4abacd74938d3828fef17686b02.png" src="../_images/d2edc567419aa9e4b75191a92e5ac234efc7d4abacd74938d3828fef17686b02.png" />
 </div>
 </div>
 <p><strong>Poisson Distribution Example</strong></p>
@@ -683,7 +686,7 @@ <h4>Step 3: Understanding Distributions<a class="headerlink" href="#step-3-under
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/5b0346675b241106a21a8b36d0999a0b6881e95120c23a0b0e0f57145818cd35.png" src="../_images/5b0346675b241106a21a8b36d0999a0b6881e95120c23a0b0e0f57145818cd35.png" />
+<img alt="../_images/790a84c96fa36e413d4030cd2be9003d2ce04c7d01ca9f8c2053e07d2080960d.png" src="../_images/790a84c96fa36e413d4030cd2be9003d2ce04c7d01ca9f8c2053e07d2080960d.png" />
 </div>
 </div>
 </section>

diff --git a/Week_03/003_Overview.html b/Week_03/003_Overview.html
@@ -252,6 +252,9 @@
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Week_04/004_Overview.html">Week_04: Overview</a><input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-5"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_16.html">Day 16 - Introduction to EDA and Data Visualization in Python</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_17.html">Day 17 - Implementing Descriptive Statistics for EDA in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_18.html">Day 18 - Visualization Techniques for Data Distribution in Python</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Week_04/Lesson_19.html">Day 19: Correlation Analysis using Python</a></li>
+
 </ul>
 </li>
 </ul>