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diff --git a/docs/.doctrees/Module1_GettingStartedWithPython/Exercises/Informal_Intro_Python.doctree b/docs/.doctrees/Module1_GettingStartedWithPython/Exercises/Informal_Intro_Python.doctree
diff --git a/docs/.doctrees/Module1_GettingStartedWithPython/GettingStartedWithPython.doctree b/docs/.doctrees/Module1_GettingStartedWithPython/GettingStartedWithPython.doctree
diff --git a/...doctrees/Module1_GettingStartedWithPython/Getting_Started_With_IDEs_and_Notebooks.doctree b/...doctrees/Module1_GettingStartedWithPython/Getting_Started_With_IDEs_and_Notebooks.doctree
diff --git a/docs/.doctrees/Module1_GettingStartedWithPython/Informal_Intro_Python.doctree b/docs/.doctrees/Module1_GettingStartedWithPython/Informal_Intro_Python.doctree
diff --git a/docs/.doctrees/Module1_GettingStartedWithPython/Installing_Python.doctree b/docs/.doctrees/Module1_GettingStartedWithPython/Installing_Python.doctree
diff --git a/docs/.doctrees/Module1_GettingStartedWithPython/Numerical_Work_In_Python.doctree b/docs/.doctrees/Module1_GettingStartedWithPython/Numerical_Work_In_Python.doctree
diff --git a/docs/.doctrees/Module2_EssentialsOfPython/Basic_Objects.doctree b/docs/.doctrees/Module2_EssentialsOfPython/Basic_Objects.doctree
diff --git a/docs/.doctrees/Module2_EssentialsOfPython/ConditionalStatements.doctree b/docs/.doctrees/Module2_EssentialsOfPython/ConditionalStatements.doctree
diff --git a/docs/.doctrees/Module2_EssentialsOfPython/DataStructures.doctree b/docs/.doctrees/Module2_EssentialsOfPython/DataStructures.doctree
diff --git a/docs/.doctrees/Module2_EssentialsOfPython/DataStructures_III_Sets_and_More.doctree b/docs/.doctrees/Module2_EssentialsOfPython/DataStructures_III_Sets_and_More.doctree
diff --git a/docs/.doctrees/Module2_EssentialsOfPython/DataStructures_II_Dictionaries.doctree b/docs/.doctrees/Module2_EssentialsOfPython/DataStructures_II_Dictionaries.doctree
diff --git a/docs/.doctrees/Module2_EssentialsOfPython/ForLoops.doctree b/docs/.doctrees/Module2_EssentialsOfPython/ForLoops.doctree
diff --git a/docs/.doctrees/Module2_EssentialsOfPython/Functions.doctree b/docs/.doctrees/Module2_EssentialsOfPython/Functions.doctree
diff --git a/docs/.doctrees/Module2_EssentialsOfPython/Generators_and_Comprehensions.doctree b/docs/.doctrees/Module2_EssentialsOfPython/Generators_and_Comprehensions.doctree
diff --git a/docs/.doctrees/Module2_EssentialsOfPython/Introduction.doctree b/docs/.doctrees/Module2_EssentialsOfPython/Introduction.doctree
diff --git a/docs/.doctrees/Module2_EssentialsOfPython/Iterables.doctree b/docs/.doctrees/Module2_EssentialsOfPython/Iterables.doctree
diff --git a/docs/.doctrees/Module2_EssentialsOfPython/Itertools.doctree b/docs/.doctrees/Module2_EssentialsOfPython/Itertools.doctree
diff --git a/docs/.doctrees/Module2_EssentialsOfPython/Scope.doctree b/docs/.doctrees/Module2_EssentialsOfPython/Scope.doctree
diff --git a/docs/.doctrees/Module2_EssentialsOfPython/SequenceTypes.doctree b/docs/.doctrees/Module2_EssentialsOfPython/SequenceTypes.doctree
diff --git a/docs/.doctrees/Module2_EssentialsOfPython/Variables_and_Assignment.doctree b/docs/.doctrees/Module2_EssentialsOfPython/Variables_and_Assignment.doctree
diff --git a/docs/.doctrees/Module3_IntroducingNumpy/AccessingDataAlongMultipleDimensions.doctree b/docs/.doctrees/Module3_IntroducingNumpy/AccessingDataAlongMultipleDimensions.doctree
diff --git a/docs/.doctrees/Module3_IntroducingNumpy/BasicArrayAttributes.doctree b/docs/.doctrees/Module3_IntroducingNumpy/BasicArrayAttributes.doctree
diff --git a/....doctrees/Module3_IntroducingNumpy/Exercises/AccessingDataAlongMultipleDimensions.doctree b/....doctrees/Module3_IntroducingNumpy/Exercises/AccessingDataAlongMultipleDimensions.doctree
diff --git a/.../Module3_IntroducingNumpy/Exercises/SOLUTION_AccessingDataAlongMultipleDimensions.doctree b/.../Module3_IntroducingNumpy/Exercises/SOLUTION_AccessingDataAlongMultipleDimensions.doctree
diff --git a/docs/.doctrees/Module3_IntroducingNumpy/FunctionsForCreatingNumpyArrays.doctree b/docs/.doctrees/Module3_IntroducingNumpy/FunctionsForCreatingNumpyArrays.doctree
diff --git a/docs/.doctrees/Module3_IntroducingNumpy/IntroducingTheNDarray.doctree b/docs/.doctrees/Module3_IntroducingNumpy/IntroducingTheNDarray.doctree
diff --git a/docs/.doctrees/Module3_IntroducingNumpy/ReshapingArrays.doctree b/docs/.doctrees/Module3_IntroducingNumpy/ReshapingArrays.doctree
diff --git a/docs/.doctrees/Module3_IntroducingNumpy/VectorizedOperations.doctree b/docs/.doctrees/Module3_IntroducingNumpy/VectorizedOperations.doctree
diff --git a/docs/.doctrees/environment.pickle b/docs/.doctrees/environment.pickle
diff --git a/docs/.doctrees/index.doctree b/docs/.doctrees/index.doctree
diff --git a/docs/.doctrees/intro.doctree b/docs/.doctrees/intro.doctree
diff --git a/docs/.doctrees/module_1.doctree b/docs/.doctrees/module_1.doctree
diff --git a/docs/.doctrees/module_2.doctree b/docs/.doctrees/module_2.doctree
diff --git a/docs/.doctrees/module_3.doctree b/docs/.doctrees/module_3.doctree
diff --git a/docs/Module1_GettingStartedWithPython/GettingStartedWithPython.html b/docs/Module1_GettingStartedWithPython/GettingStartedWithPython.html
@@ -100,7 +100,7 @@
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Introducing the Python Programming Language</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="#What-is-Python?">What is Python?</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#Python-Scripts">Python Scripts</a></li>
-<li class="toctree-l3"><a class="reference internal" href="#What-is-a-Python-Interpreter-and-What-Does-it-Mean-to-&quot;Install-Python&quot;?">What is a Python Interpreter and What Does it Mean to “Install Python”?</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#What-is-a-Python-Interpreter-and-What-Does-it-Mean-to-“Install-Python”?">What is a Python Interpreter and What Does it Mean to “Install Python”?</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#Why-Python?">Why Python?</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#Summary">Summary</a></li>
 </ul>
@@ -269,8 +269,8 @@ <h2>Python Scripts<a class="headerlink" href="#Python-Scripts" title="Permalink
 special about the ‘.py’ suffix other than it helps to differentiate
 files that contain Python code from run-of-the-mill text files, which
 contain plain English.</p>
-<p>Although you can use simple text editors to write Python scripts (e.g.
-notepad (Win), TextEdit (Mac), vim (Linux)), there are much more
+<p>Although you can use simple text editors to write Python scripts
+(e.g.&nbsp;notepad (Win), TextEdit (Mac), vim (Linux)), there are much more
 sophisticated editors that provide an “integrated development
 environment” (IDE) for writing code. An IDE, configured to support
 Python, will warn you if you have written code that violates Python’s
@@ -289,8 +289,8 @@ <h2>Python Scripts<a class="headerlink" href="#Python-Scripts" title="Permalink
 mean, whether they know it or not, when they tell you to “install
 Python” on your computer.</p>
 </div>
-<div class="section" id="What-is-a-Python-Interpreter-and-What-Does-it-Mean-to-&quot;Install-Python&quot;?">
-<h2>What is a Python Interpreter and What Does it Mean to “Install Python”?<a class="headerlink" href="#What-is-a-Python-Interpreter-and-What-Does-it-Mean-to-"Install-Python"?" title="Permalink to this headline">¶</a></h2>
+<div class="section" id="What-is-a-Python-Interpreter-and-What-Does-it-Mean-to-“Install-Python”?">
+<h2>What is a Python Interpreter and What Does it Mean to “Install Python”?<a class="headerlink" href="#What-is-a-Python-Interpreter-and-What-Does-it-Mean-to-“Install-Python”?" title="Permalink to this headline">¶</a></h2>
 <p>A Python interpreter is any computer program that is capable of doing
 the following:</p>
 <ul class="simple">
@@ -301,6 +301,8 @@ <h2>What is a Python Interpreter and What Does it Mean to “Install Python”?<
 <li>Translate the parsed text into instructions, according to the Python
 language’s specifications.</li>
 <li>Instruct the computer to carry out the tasks.</li>
+<li>As a whole, a Python script is executed from top-to-bottom by the
+interpreter.</li>
 </ul>
 <p>The first Python intepreter was written in the programming language C,
 and is known as CPython. Accordingly, <strong>the CPython interpreter is the

diff --git a/docs/Module1_GettingStartedWithPython/Getting_Started_With_IDEs_and_Notebooks.html b/docs/Module1_GettingStartedWithPython/Getting_Started_With_IDEs_and_Notebooks.html
@@ -382,7 +382,7 @@ <h2>Jupyter Notebook<a class="headerlink" href="#Jupyter-Notebook" title="Permal
 <div class="admonition note">
 <p class="first fa fa-exclamation-circle"><strong>Takeaway</strong>:</p>
 <p class="last">Although you will open Jupyter notebooks using an internet browser,
-everything is occuring locally on your machine (i.e. no internet
+everything is occuring locally on your machine (i.e.&nbsp;no internet
 connection is needed).</p>
 </div>
 <div class="section" id="Running-a-Notebook-Server-&amp;-Taking-a-Tour">

diff --git a/docs/Module1_GettingStartedWithPython/Informal_Intro_Python.html b/docs/Module1_GettingStartedWithPython/Informal_Intro_Python.html
@@ -243,7 +243,7 @@ <h2>A Quick Guide to Formatting<a class="headerlink" href="#A-Quick-Guide-to-For
 </pre></div>
 </div>
 <p>The <code class="docutils literal"><span class="pre">&gt;&gt;&gt;</span></code> symbol is used to distinguish Python code that is entered in
-a terminal (e.g. in the IPython console) from its output:</p>
+a terminal (e.g.&nbsp;in the IPython console) from its output:</p>
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="k">print</span><span class="p">(</span><span class="mi">2</span> <span class="o">+</span> <span class="mi">3</span><span class="p">)</span>  <span class="c1"># input python code</span>
 <span class="go">5</span>
 </pre></div>