Updated Intro

_quarto.yml

@@ -73,8 +73,8 @@ book:
         - notebooks/M07_PythonClasses/M07-01-Classes.ipynb
         - notebooks/M07_PythonClasses/M07-02-ClassesExample.ipynb
         - notebooks/M07_PythonClasses/M07-03-MoreOnClasses.ipynb
-        - notebooks/M07_PythonClasses/M07-05-Example.ipynb
         - notebooks/M07_PythonClasses/M07-04-ClassAttributeWeirdness.ipynb
+        - notebooks/M07_PythonClasses/M07-05-Example.ipynb
     - part: modules/m08/m08-intro.qmd # "08 Testing"
       chapters: 
         - modules/m08/m08-testing-and-verification.qmd

docs/index.html

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       <ul id="quarto-sidebar-section-7" class="collapse list-unstyled sidebar-section depth1 ">  
           <li class="sidebar-item">
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-  <a href="./notebooks/M06_Pandas/M06-01-Pandas1.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducting Pandas</span></a>
+  <a href="./notebooks/M06_Pandas/M06-00-IntroducingPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducting Pandas</span></a>
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   <div class="sidebar-item-container"> 
-  <a href="./notebooks/M06_Pandas/M06-02-Pandas2.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducing Pandas II</span></a>
+  <a href="./notebooks/M06_Pandas/M06-01-ExploringPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Exploring Pandas</span></a>
+  </div>
+</li>
+          <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./notebooks/M06_Pandas/M06-02-DeeperIntoPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Deeper Into Pandas</span></a>
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docs/modules/m00/m00-intro.html

@@ -233,7 +233,7 @@
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="../../notebooks/M03_ControlStructures/M03-04-NestedComprehensions.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">Nested Comprehensions</span></a>
+  <a href="../../notebooks/M03_ControlStructures/M03-04-NestedComprehensions.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Nested Comprehensions</span></a>
   </div>
 </li>
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       <ul id="quarto-sidebar-section-7" class="collapse list-unstyled sidebar-section depth1 ">  
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="../../notebooks/M06_Pandas/M06-01-Pandas1.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducting Pandas</span></a>
+  <a href="../../notebooks/M06_Pandas/M06-00-IntroducingPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducting Pandas</span></a>
   </div>
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   <div class="sidebar-item-container"> 
-  <a href="../../notebooks/M06_Pandas/M06-02-Pandas2.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducing Pandas II</span></a>
+  <a href="../../notebooks/M06_Pandas/M06-01-ExploringPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Exploring Pandas</span></a>
+  </div>
+</li>
+          <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../../notebooks/M06_Pandas/M06-02-DeeperIntoPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Deeper Into Pandas</span></a>
   </div>
 </li>
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@@ -377,7 +382,7 @@
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="../../notebooks/M07_PythonClasses/M07-02-ClassesExample.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Classes Example</span></a>
+  <a href="../../notebooks/M07_PythonClasses/M07-02-ClassesExample.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: From Functions to Classes</span></a>
   </div>
 </li>
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@@ -387,12 +392,12 @@
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="../../notebooks/M07_PythonClasses/M07-05-Example.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Example</span></a>
+  <a href="../../notebooks/M07_PythonClasses/M07-04-ClassAttributeWeirdness.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Understanding Class Attributes</span></a>
   </div>
 </li>
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   <div class="sidebar-item-container"> 
-  <a href="../../notebooks/M07_PythonClasses/M07-04-ClassAttributeWeirdness.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Understanding Class Attributes</span></a>
+  <a href="../../notebooks/M07_PythonClasses/M07-05-Example.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Putting Your Class in a File</span></a>
   </div>
 </li>
       </ul>
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 <!-- margin-sidebar -->
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-        <nav id="TOC" role="doc-toc" class="toc-active">
-    <h2 id="toc-title">Table of contents</h2>
-
-  <ul>
-  <li><a href="#objective-and-scope" id="toc-objective-and-scope" class="nav-link active" data-scroll-target="#objective-and-scope">Objective and Scope</a></li>
-  <li><a href="#philosophy" id="toc-philosophy" class="nav-link" data-scroll-target="#philosophy">Philosophy</a></li>
-  <li><a href="#how-to-use-this-book" id="toc-how-to-use-this-book" class="nav-link" data-scroll-target="#how-to-use-this-book">How to use this book</a></li>
-  </ul>
-<div class="toc-actions"><ul><li><a href="https://github.com/ontoligent/DS5100-book/edit/main/modules/m00/m00-intro.qmd" class="toc-action"><i class="bi bi-github"></i>Edit this page</a></li></ul></div></nav>
+
     </div>
 <!-- main -->
 <main class="content" id="quarto-document-content">
@@ -612,20 +609,12 @@ <h1 class="title"><span class="chapter-title">Introduction</span></h1>
 </header>
 
 
-<section id="objective-and-scope" class="level2">
-<h2 class="anchored" data-anchor-id="objective-and-scope">Objective and Scope</h2>
-<p>The main objective of the course is to introduce fundamental programming concepts and techniques so that students may successfully complete courses in machine learning and computational statistics, as well as to become successful data scientists in the workplace.</p>
-<p>Topics covered range from using the command line, git, and GitHub, to visualization and project management.</p>
-</section>
-<section id="philosophy" class="level2">
-<h2 class="anchored" data-anchor-id="philosophy">Philosophy</h2>
-<p>More generally, the course is designed to instill a basic competency on which to build out one’s knowledge and skills within the program.</p>
-</section>
-<section id="how-to-use-this-book" class="level2">
-<h2 class="anchored" data-anchor-id="how-to-use-this-book">How to use this book</h2>
+<p>The main objective of the course is to introduce fundamental programming concepts and techniques so that students may successfully complete courses in data science, including machine learning and data analysis, as well as to become successful data scientists in the workplace.</p>
+<p>In addition to Python and R, topics covered range from using the command line, git, and GitHub, to visualization and project management.</p>
+<p>The course is designed to instill a basic competency on which to build out one’s knowledge and skills within the program. It is not exhaustive, but instead strives to teach you just enough to get you going with confidence to learn as you go.</p>
+<p>This is not a course in programming from a computer science perspective. It is designed to give you enough familiarity with writing code that you will be able to acquire deeper knowledge of programming — and the computational machinery that undergirds it — in your development as a data scientist. Consequently, many. of the discussions of what is going on “under they hood,” such as how data are stored in memory, are glossed over.</p>
 
 
-</section>
 
 </main> <!-- /main -->
 <script id="quarto-html-after-body" type="application/javascript">
@@ -1061,4 +1050,4 @@ <h2 class="anchored" data-anchor-id="how-to-use-this-book">How to use this book<
 
 
 
-<footer class="footer"><div class="nav-footer"><div class="nav-footer-center"><div class="toc-actions d-sm-block d-md-none"><ul><li><a href="https://github.com/ontoligent/DS5100-book/edit/main/modules/m00/m00-intro.qmd" class="toc-action"><i class="bi bi-github"></i>Edit this page</a></li></ul></div></div></div></footer></body></html>
+<footer class="footer"><div class="nav-footer"><div class="nav-footer-center"><div class="toc-actions"><ul><li><a href="https://github.com/ontoligent/DS5100-book/edit/main/modules/m00/m00-intro.qmd" class="toc-action"><i class="bi bi-github"></i>Edit this page</a></li></ul></div></div></div></footer></body></html>

docs/modules/m01/m01-intro.html

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       <ul id="quarto-sidebar-section-7" class="collapse list-unstyled sidebar-section depth1 ">  
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="../../notebooks/M06_Pandas/M06-01-Pandas1.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducting Pandas</span></a>
+  <a href="../../notebooks/M06_Pandas/M06-00-IntroducingPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducting Pandas</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="../../notebooks/M06_Pandas/M06-02-Pandas2.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducing Pandas II</span></a>
+  <a href="../../notebooks/M06_Pandas/M06-01-ExploringPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Exploring Pandas</span></a>
+  </div>
+</li>
+          <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../../notebooks/M06_Pandas/M06-02-DeeperIntoPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Deeper Into Pandas</span></a>
   </div>
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docs/modules/m02/m02-intro.html

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       <ul id="quarto-sidebar-section-7" class="collapse list-unstyled sidebar-section depth1 ">  
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="../../notebooks/M06_Pandas/M06-01-Pandas1.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducting Pandas</span></a>
+  <a href="../../notebooks/M06_Pandas/M06-00-IntroducingPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducting Pandas</span></a>
   </div>
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           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="../../notebooks/M06_Pandas/M06-02-Pandas2.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducing Pandas II</span></a>
+  <a href="../../notebooks/M06_Pandas/M06-01-ExploringPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Exploring Pandas</span></a>
+  </div>
+</li>
+          <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../../notebooks/M06_Pandas/M06-02-DeeperIntoPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Deeper Into Pandas</span></a>
   </div>
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docs/modules/m03/m03-intro.html

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       <ul id="quarto-sidebar-section-7" class="collapse list-unstyled sidebar-section depth1 ">  
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   <div class="sidebar-item-container"> 
-  <a href="../../notebooks/M06_Pandas/M06-01-Pandas1.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducting Pandas</span></a>
+  <a href="../../notebooks/M06_Pandas/M06-00-IntroducingPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducting Pandas</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="../../notebooks/M06_Pandas/M06-02-Pandas2.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducing Pandas II</span></a>
+  <a href="../../notebooks/M06_Pandas/M06-01-ExploringPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Exploring Pandas</span></a>
+  </div>
+</li>
+          <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../../notebooks/M06_Pandas/M06-02-DeeperIntoPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Deeper Into Pandas</span></a>
   </div>
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docs/modules/m04/m04-intro.html

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       <ul id="quarto-sidebar-section-7" class="collapse list-unstyled sidebar-section depth1 ">  
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="../../notebooks/M06_Pandas/M06-01-Pandas1.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducting Pandas</span></a>
+  <a href="../../notebooks/M06_Pandas/M06-00-IntroducingPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducting Pandas</span></a>
   </div>
 </li>
           <li class="sidebar-item">
   <div class="sidebar-item-container"> 
-  <a href="../../notebooks/M06_Pandas/M06-02-Pandas2.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducing Pandas II</span></a>
+  <a href="../../notebooks/M06_Pandas/M06-01-ExploringPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Exploring Pandas</span></a>
+  </div>
+</li>
+          <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../../notebooks/M06_Pandas/M06-02-DeeperIntoPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Deeper Into Pandas</span></a>
   </div>
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docs/modules/m05/m05-intro.html

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-  <a href="../../notebooks/M06_Pandas/M06-01-Pandas1.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducting Pandas</span></a>
+  <a href="../../notebooks/M06_Pandas/M06-00-IntroducingPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducting Pandas</span></a>
   </div>
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   <div class="sidebar-item-container"> 
-  <a href="../../notebooks/M06_Pandas/M06-02-Pandas2.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducing Pandas II</span></a>
+  <a href="../../notebooks/M06_Pandas/M06-01-ExploringPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Exploring Pandas</span></a>
+  </div>
+</li>
+          <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../../notebooks/M06_Pandas/M06-02-DeeperIntoPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Deeper Into Pandas</span></a>
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docs/modules/m06/m06-intro.html

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-  <a href="../../notebooks/M06_Pandas/M06-01-Pandas1.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducting Pandas</span></a>
+  <a href="../../notebooks/M06_Pandas/M06-00-IntroducingPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducting Pandas</span></a>
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-  <a href="../../notebooks/M06_Pandas/M06-02-Pandas2.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducing Pandas II</span></a>
+  <a href="../../notebooks/M06_Pandas/M06-01-ExploringPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Exploring Pandas</span></a>
+  </div>
+</li>
+          <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../../notebooks/M06_Pandas/M06-02-DeeperIntoPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Deeper Into Pandas</span></a>
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@@ -1060,7 +1065,7 @@ <h3 class="anchored" data-anchor-id="required">Required</h3>
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-      <a href="../../notebooks/M06_Pandas/M06-01-Pandas1.html" class="pagination-link" aria-label="NB: Introducting Pandas">
+      <a href="../../notebooks/M06_Pandas/M06-00-IntroducingPandas.html" class="pagination-link" aria-label="NB: Introducting Pandas">
         <span class="nav-page-text"><span class="chapter-title">NB: Introducting Pandas</span></span> <i class="bi bi-arrow-right-short"></i>
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docs/modules/m07/m07-intro.html

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   <div class="sidebar-item-container"> 
-  <a href="../../notebooks/M06_Pandas/M06-01-Pandas1.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducting Pandas</span></a>
+  <a href="../../notebooks/M06_Pandas/M06-00-IntroducingPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducting Pandas</span></a>
   </div>
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-  <a href="../../notebooks/M06_Pandas/M06-02-Pandas2.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Introducing Pandas II</span></a>
+  <a href="../../notebooks/M06_Pandas/M06-01-ExploringPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Exploring Pandas</span></a>
+  </div>
+</li>
+          <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../../notebooks/M06_Pandas/M06-02-DeeperIntoPandas.html" class="sidebar-item-text sidebar-link"><span class="chapter-title">NB: Deeper Into Pandas</span></a>
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