diff --git a/_sources/beginner-tutorial.txt b/_sources/beginner-tutorial.txt
index 6b68f7db..a19374ee 100644
--- a/_sources/beginner-tutorial.txt
+++ b/_sources/beginner-tutorial.txt
@@ -429,10 +429,6 @@ and allows us to plot the price of bitcoin. For example, we could easily
 examine now how our portfolio value changed over time compared to the
 bitcoin price.
 
-.. code-block:: python
-
-    %load_ext catalyst
-
 .. code-block:: python
 
     %pylab inline
@@ -488,8 +484,7 @@ a function we use in the ``handle_data()`` section:
 
 .. code-block:: python
 
-    %%catalyst --start 2016-4-1 --end 2017-9-30 -x bitfinex
-
+    %%catalyst --start 2016-1-1 --end 2017-9-30 -x bitfinex -o dma.pickle
     from catalyst.api import order, record, symbol, order_target
 
     def initialize(context):
@@ -497,16 +492,16 @@ a function we use in the ``handle_data()`` section:
        context.asset = symbol('btc_usd')
 
     def handle_data(context, data):
-       # Skip first 150 days to get full windows
+       # Skip first 300 days to get full windows
        context.i += 1
-       if context.i < 150:
+       if context.i < 300:
            return
 
        # Compute averages
        # data.history() has to be called with the same params
        # from above and returns a pandas dataframe.
-       short_mavg = data.history(context.asset, 'price', bar_count=50, frequency="1d").mean()
-       long_mavg = data.history(context.asset, 'price', bar_count=150, frequency="1d").mean()
+       short_mavg = data.history(context.asset, 'price', bar_count=100, frequency="1d").mean()
+       long_mavg = data.history(context.asset, 'price', bar_count=300, frequency="1d").mean()
 
        # Trading logic
        if short_mavg > long_mavg:
@@ -523,7 +518,7 @@ a function we use in the ``handle_data()`` section:
 
     def analyze(context, perf):
        import matplotlib.pyplot as plt
-       fig = plt.figure(figsize=(12,12))
+       fig = plt.figure()
        ax1 = fig.add_subplot(211)
        perf.portfolio_value.plot(ax=ax1)
        ax1.set_ylabel('portfolio value in $')
diff --git a/_sources/index.txt b/_sources/index.txt
index 0efccaeb..c3e0a19a 100644
--- a/_sources/index.txt
+++ b/_sources/index.txt
@@ -10,6 +10,7 @@ Table of Contents
    install
    beginner-tutorial
    naming-convention
+   videos
 ..   bundles
 ..   development-guidelines
 ..   appendix
diff --git a/_sources/install.txt b/_sources/install.txt
index 3db00966..028f9295 100644
--- a/_sources/install.txt
+++ b/_sources/install.txt
@@ -39,10 +39,9 @@ version:
 
 .. code-block:: bash
 
-   $ pip install virtualenv
    $ virtualenv catalyst-venv
    $ source ./catalyst-venv/bin/activate
-   $ pip install enigma-catalyst
+   $ pip install enigma-
 
 Though not required by Catalyst directly, our example algorithms use matplotlib 
 to visually display the results of the trading algorithms. If you wish to run 
@@ -133,15 +132,6 @@ it and install it before proceeding to the next step.
 For windows, the easiest and best supported way to install Catalyst is to use
 :ref:`Conda <conda>`.
 
-Troubleshooting Visual C++ Compiler Install
-^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-
-We run into two different errors when trying to install the the `Microsoft Visual C++ 
-Compiler for Python 2.7` mentioned above:
-
--  
-
-
 Amazon Linux AMI
 ~~~~~~~~~~~~~~~~
 
diff --git a/appendix.html b/appendix.html
index 9601e44c..8a1a8984 100644
--- a/appendix.html
+++ b/appendix.html
@@ -77,10 +77,7 @@
 <li class="toctree-l4"><a class="reference internal" href="install.html#osx-virtualenv-matplotlib">OSX + virtualenv + matplotlib</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="install.html#windows">Windows</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="install.html#troubleshooting-visual-c-compiler-install">Troubleshooting Visual C++ Compiler Install</a></li>
-</ul>
-</li>
+<li class="toctree-l3"><a class="reference internal" href="install.html#windows">Windows</a></li>
 <li class="toctree-l3"><a class="reference internal" href="install.html#amazon-linux-ami">Amazon Linux AMI</a></li>
 <li class="toctree-l3"><a class="reference internal" href="install.html#troubleshooting-pip-install">Troubleshooting <code class="docutils literal"><span class="pre">pip</span></code> Install</a></li>
 </ul>
@@ -108,6 +105,11 @@
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="naming-convention.html">Naming Convention</a></li>
+<li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
+</ul>
+</li>
 </ul>
 
           
diff --git a/beginner-tutorial.html b/beginner-tutorial.html
index 2e7a4f9f..7327857e 100644
--- a/beginner-tutorial.html
+++ b/beginner-tutorial.html
@@ -79,10 +79,7 @@
 <li class="toctree-l4"><a class="reference internal" href="install.html#osx-virtualenv-matplotlib">OSX + virtualenv + matplotlib</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="install.html#windows">Windows</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="install.html#troubleshooting-visual-c-compiler-install">Troubleshooting Visual C++ Compiler Install</a></li>
-</ul>
-</li>
+<li class="toctree-l3"><a class="reference internal" href="install.html#windows">Windows</a></li>
 <li class="toctree-l3"><a class="reference internal" href="install.html#amazon-linux-ami">Amazon Linux AMI</a></li>
 <li class="toctree-l3"><a class="reference internal" href="install.html#troubleshooting-pip-install">Troubleshooting <code class="docutils literal"><span class="pre">pip</span></code> Install</a></li>
 </ul>
@@ -110,6 +107,11 @@
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="naming-convention.html">Naming Convention</a></li>
+<li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
+</ul>
+</li>
 </ul>
 
           
@@ -528,9 +530,6 @@ information about the state of your algorithm. The column
 and allows us to plot the price of bitcoin. For example, we could easily
 examine now how our portfolio value changed over time compared to the
 bitcoin price.</p>
-<div class="highlight-python"><div class="highlight"><pre><span class="o">%</span><span class="n">load_ext</span> <span class="n">catalyst</span>
-</pre></div>
-</div>
 <div class="highlight-python"><div class="highlight"><pre><span class="o">%</span><span class="n">pylab</span> <span class="n">inline</span>
 <span class="n">figsize</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span> <span class="mi">12</span><span class="p">)</span>
 <span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
@@ -575,8 +574,7 @@ data for you. The first argument is the number of bars you want to
 collect, the second argument is the unit (either <code class="docutils literal"><span class="pre">'1d'</span></code> for <code class="docutils literal"><span class="pre">'1m'</span></code>
 but note that you need to have minute-level data for using <code class="docutils literal"><span class="pre">1m</span></code>). This is
 a function we use in the <code class="docutils literal"><span class="pre">handle_data()</span></code> section:</p>
-<div class="highlight-python"><div class="highlight"><pre><span class="o">%%</span><span class="n">catalyst</span> <span class="o">--</span><span class="n">start</span> <span class="mi">2016</span><span class="o">-</span><span class="mi">4</span><span class="o">-</span><span class="mi">1</span> <span class="o">--</span><span class="n">end</span> <span class="mi">2017</span><span class="o">-</span><span class="mi">9</span><span class="o">-</span><span class="mi">30</span> <span class="o">-</span><span class="n">x</span> <span class="n">bitfinex</span>
-
+<div class="highlight-python"><div class="highlight"><pre><span class="o">%%</span><span class="n">catalyst</span> <span class="o">--</span><span class="n">start</span> <span class="mi">2016</span><span class="o">-</span><span class="mi">1</span><span class="o">-</span><span class="mi">1</span> <span class="o">--</span><span class="n">end</span> <span class="mi">2017</span><span class="o">-</span><span class="mi">9</span><span class="o">-</span><span class="mi">30</span> <span class="o">-</span><span class="n">x</span> <span class="n">bitfinex</span> <span class="o">-</span><span class="n">o</span> <span class="n">dma</span><span class="o">.</span><span class="n">pickle</span>
 <span class="kn">from</span> <span class="nn">catalyst.api</span> <span class="kn">import</span> <span class="n">order</span><span class="p">,</span> <span class="n">record</span><span class="p">,</span> <span class="n">symbol</span><span class="p">,</span> <span class="n">order_target</span>
 
 <span class="k">def</span> <span class="nf">initialize</span><span class="p">(</span><span class="n">context</span><span class="p">):</span>
@@ -584,16 +582,16 @@ a function we use in the <code class="docutils literal"><span class="pre">handle
    <span class="n">context</span><span class="o">.</span><span class="n">asset</span> <span class="o">=</span> <span class="n">symbol</span><span class="p">(</span><span class="s">&#39;btc_usd&#39;</span><span class="p">)</span>
 
 <span class="k">def</span> <span class="nf">handle_data</span><span class="p">(</span><span class="n">context</span><span class="p">,</span> <span class="n">data</span><span class="p">):</span>
-   <span class="c"># Skip first 150 days to get full windows</span>
+   <span class="c"># Skip first 300 days to get full windows</span>
    <span class="n">context</span><span class="o">.</span><span class="n">i</span> <span class="o">+=</span> <span class="mi">1</span>
-   <span class="k">if</span> <span class="n">context</span><span class="o">.</span><span class="n">i</span> <span class="o">&lt;</span> <span class="mi">150</span><span class="p">:</span>
+   <span class="k">if</span> <span class="n">context</span><span class="o">.</span><span class="n">i</span> <span class="o">&lt;</span> <span class="mi">300</span><span class="p">:</span>
        <span class="k">return</span>
 
    <span class="c"># Compute averages</span>
    <span class="c"># data.history() has to be called with the same params</span>
    <span class="c"># from above and returns a pandas dataframe.</span>
-   <span class="n">short_mavg</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">history</span><span class="p">(</span><span class="n">context</span><span class="o">.</span><span class="n">asset</span><span class="p">,</span> <span class="s">&#39;price&#39;</span><span class="p">,</span> <span class="n">bar_count</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">frequency</span><span class="o">=</span><span class="s">&quot;1d&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
-   <span class="n">long_mavg</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">history</span><span class="p">(</span><span class="n">context</span><span class="o">.</span><span class="n">asset</span><span class="p">,</span> <span class="s">&#39;price&#39;</span><span class="p">,</span> <span class="n">bar_count</span><span class="o">=</span><span class="mi">150</span><span class="p">,</span> <span class="n">frequency</span><span class="o">=</span><span class="s">&quot;1d&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
+   <span class="n">short_mavg</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">history</span><span class="p">(</span><span class="n">context</span><span class="o">.</span><span class="n">asset</span><span class="p">,</span> <span class="s">&#39;price&#39;</span><span class="p">,</span> <span class="n">bar_count</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">frequency</span><span class="o">=</span><span class="s">&quot;1d&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
+   <span class="n">long_mavg</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">history</span><span class="p">(</span><span class="n">context</span><span class="o">.</span><span class="n">asset</span><span class="p">,</span> <span class="s">&#39;price&#39;</span><span class="p">,</span> <span class="n">bar_count</span><span class="o">=</span><span class="mi">300</span><span class="p">,</span> <span class="n">frequency</span><span class="o">=</span><span class="s">&quot;1d&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
 
    <span class="c"># Trading logic</span>
    <span class="k">if</span> <span class="n">short_mavg</span> <span class="o">&gt;</span> <span class="n">long_mavg</span><span class="p">:</span>
@@ -610,7 +608,7 @@ a function we use in the <code class="docutils literal"><span class="pre">handle
 
 <span class="k">def</span> <span class="nf">analyze</span><span class="p">(</span><span class="n">context</span><span class="p">,</span> <span class="n">perf</span><span class="p">):</span>
    <span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
-   <span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span><span class="mi">12</span><span class="p">))</span>
+   <span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span>
    <span class="n">ax1</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">211</span><span class="p">)</span>
    <span class="n">perf</span><span class="o">.</span><span class="n">portfolio_value</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ax</span><span class="o">=</span><span class="n">ax1</span><span class="p">)</span>
    <span class="n">ax1</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s">&#39;portfolio value in $&#39;</span><span class="p">)</span>
diff --git a/bundles.html b/bundles.html
index 2a7ee1fb..d50c3a91 100644
--- a/bundles.html
+++ b/bundles.html
@@ -108,6 +108,7 @@
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="naming-convention.html">Naming Convention</a></li>
+<li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a></li>
 </ul>
 
           
diff --git a/development-guidelines.html b/development-guidelines.html
index 5ea81fab..463a4920 100644
--- a/development-guidelines.html
+++ b/development-guidelines.html
@@ -108,6 +108,7 @@
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="naming-convention.html">Naming Convention</a></li>
+<li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a></li>
 </ul>
 
           
diff --git a/genindex.html b/genindex.html
index dc6bfbfe..11312940 100644
--- a/genindex.html
+++ b/genindex.html
@@ -78,10 +78,7 @@
 <li class="toctree-l4"><a class="reference internal" href="install.html#osx-virtualenv-matplotlib">OSX + virtualenv + matplotlib</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="install.html#windows">Windows</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="install.html#troubleshooting-visual-c-compiler-install">Troubleshooting Visual C++ Compiler Install</a></li>
-</ul>
-</li>
+<li class="toctree-l3"><a class="reference internal" href="install.html#windows">Windows</a></li>
 <li class="toctree-l3"><a class="reference internal" href="install.html#amazon-linux-ami">Amazon Linux AMI</a></li>
 <li class="toctree-l3"><a class="reference internal" href="install.html#troubleshooting-pip-install">Troubleshooting <code class="docutils literal"><span class="pre">pip</span></code> Install</a></li>
 </ul>
@@ -109,6 +106,11 @@
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="naming-convention.html">Naming Convention</a></li>
+<li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
+</ul>
+</li>
 </ul>
 
           
diff --git a/index.html b/index.html
index c29fbc4d..2a6f132d 100644
--- a/index.html
+++ b/index.html
@@ -78,10 +78,7 @@
 <li class="toctree-l4"><a class="reference internal" href="install.html#osx-virtualenv-matplotlib">OSX + virtualenv + matplotlib</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="install.html#windows">Windows</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="install.html#troubleshooting-visual-c-compiler-install">Troubleshooting Visual C++ Compiler Install</a></li>
-</ul>
-</li>
+<li class="toctree-l3"><a class="reference internal" href="install.html#windows">Windows</a></li>
 <li class="toctree-l3"><a class="reference internal" href="install.html#amazon-linux-ami">Amazon Linux AMI</a></li>
 <li class="toctree-l3"><a class="reference internal" href="install.html#troubleshooting-pip-install">Troubleshooting <code class="docutils literal"><span class="pre">pip</span></code> Install</a></li>
 </ul>
@@ -109,6 +106,11 @@
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="naming-convention.html">Naming Convention</a></li>
+<li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
+</ul>
+</li>
 </ul>
 
           
@@ -187,6 +189,7 @@ visualization of state-of-the-art trading systems.</li>
 <li class="toctree-l1"><a class="reference internal" href="install.html">Install</a></li>
 <li class="toctree-l1"><a class="reference internal" href="beginner-tutorial.html">Catalyst Beginner Tutorial</a></li>
 <li class="toctree-l1"><a class="reference internal" href="naming-convention.html">Naming Convention</a></li>
+<li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a></li>
 </ul>
 </div>
 </div>
diff --git a/install.html b/install.html
index a3c605b9..130b35d6 100644
--- a/install.html
+++ b/install.html
@@ -79,10 +79,7 @@
 <li class="toctree-l4"><a class="reference internal" href="#osx-virtualenv-matplotlib">OSX + virtualenv + matplotlib</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="#windows">Windows</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#troubleshooting-visual-c-compiler-install">Troubleshooting Visual C++ Compiler Install</a></li>
-</ul>
-</li>
+<li class="toctree-l3"><a class="reference internal" href="#windows">Windows</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#amazon-linux-ami">Amazon Linux AMI</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#troubleshooting-pip-install">Troubleshooting <code class="docutils literal"><span class="pre">pip</span></code> Install</a></li>
 </ul>
@@ -110,6 +107,11 @@
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="naming-convention.html">Naming Convention</a></li>
+<li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
+</ul>
+</li>
 </ul>
 
           
@@ -175,10 +177,9 @@ your particular platform), you should be able to simply run</p>
 that you install in a <a class="reference external" href="https://virtualenv.readthedocs.org/en/latest">virtualenv</a>.  The <a class="reference external" href="http://docs.python-guide.org/en/latest/">Hitchhiker&#8217;s Guide to
 Python</a> provides an <a class="reference external" href="http://docs.python-guide.org/en/latest/dev/virtualenvs/">excellent tutorial on virtualenv</a>. Here&#8217;s a summarized
 version:</p>
-<div class="highlight-bash"><div class="highlight"><pre><span class="nv">$ </span>pip install virtualenv
-<span class="nv">$ </span>virtualenv catalyst-venv
+<div class="highlight-bash"><div class="highlight"><pre><span class="nv">$ </span>virtualenv catalyst-venv
 <span class="nv">$ </span><span class="nb">source</span> ./catalyst-venv/bin/activate
-<span class="nv">$ </span>pip install enigma-catalyst
+<span class="nv">$ </span>pip install enigma-
 </pre></div>
 </div>
 <p>Though not required by Catalyst directly, our example algorithms use matplotlib
@@ -239,14 +240,6 @@ binary wheels for Python 2.7 packages. If it&#8217;s not already in your system,
 it and install it before proceeding to the next step.</p>
 <p>For windows, the easiest and best supported way to install Catalyst is to use
 <a class="reference internal" href="#conda"><span>Conda</span></a>.</p>
-<div class="section" id="troubleshooting-visual-c-compiler-install">
-<h4>Troubleshooting Visual C++ Compiler Install<a class="headerlink" href="#troubleshooting-visual-c-compiler-install" title="Permalink to this headline">¶</a></h4>
-<p>We run into two different errors when trying to install the the <cite>Microsoft Visual C++
-Compiler for Python 2.7</cite> mentioned above:</p>
-<ul class="simple">
-<li></li>
-</ul>
-</div>
 </div>
 <div class="section" id="amazon-linux-ami">
 <h3>Amazon Linux AMI<a class="headerlink" href="#amazon-linux-ami" title="Permalink to this headline">¶</a></h3>
diff --git a/naming-convention.html b/naming-convention.html
index f649816d..1f47762a 100644
--- a/naming-convention.html
+++ b/naming-convention.html
@@ -31,6 +31,7 @@
 
   
     <link rel="top" title="Catalyst 0.3 documentation" href="index.html"/>
+        <link rel="next" title="Videos" href="videos.html"/>
         <link rel="prev" title="Catalyst Beginner Tutorial" href="beginner-tutorial.html"/> 
 
   
@@ -109,6 +110,7 @@
 </ul>
 </li>
 <li class="toctree-l1 current"><a class="current reference internal" href="">Naming Convention</a></li>
+<li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a></li>
 </ul>
 
           
@@ -208,6 +210,8 @@ or any other cryptocurrency. Given its 1:1 mapping to the USD, is a viable alter
   
     <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
       
+        <a href="videos.html" class="btn btn-neutral float-right" title="Videos" accesskey="n">Next <span class="fa fa-arrow-circle-right"></span></a>
+      
       
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diff --git a/release-process.html b/release-process.html
index 8a48ca65..dcd9840f 100644
--- a/release-process.html
+++ b/release-process.html
@@ -108,6 +108,7 @@
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="naming-convention.html">Naming Convention</a></li>
+<li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a></li>
 </ul>
 
           
diff --git a/releases.html b/releases.html
index 0e128892..36cfcd8c 100644
--- a/releases.html
+++ b/releases.html
@@ -108,6 +108,7 @@
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="naming-convention.html">Naming Convention</a></li>
+<li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a></li>
 </ul>
 
           
diff --git a/search.html b/search.html
index 73bce98a..24911295 100644
--- a/search.html
+++ b/search.html
@@ -77,10 +77,7 @@
 <li class="toctree-l4"><a class="reference internal" href="install.html#osx-virtualenv-matplotlib">OSX + virtualenv + matplotlib</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="install.html#windows">Windows</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="install.html#troubleshooting-visual-c-compiler-install">Troubleshooting Visual C++ Compiler Install</a></li>
-</ul>
-</li>
+<li class="toctree-l3"><a class="reference internal" href="install.html#windows">Windows</a></li>
 <li class="toctree-l3"><a class="reference internal" href="install.html#amazon-linux-ami">Amazon Linux AMI</a></li>
 <li class="toctree-l3"><a class="reference internal" href="install.html#troubleshooting-pip-install">Troubleshooting <code class="docutils literal"><span class="pre">pip</span></code> Install</a></li>
 </ul>
@@ -108,6 +105,11 @@
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="naming-convention.html">Naming Convention</a></li>
+<li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
+</ul>
+</li>
 </ul>
 
           
diff --git a/searchindex.js b/searchindex.js
index b37212cb..6ee3cbdb 100644
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+++ b/searchindex.js
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+<h2>Installation: Windows<a class="headerlink" href="#installation-windows" title="Permalink to this headline">¶</a></h2>
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diff --git a/welcome.html b/welcome.html
index de34bd15..3a29fcc7 100644
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@@ -108,6 +108,7 @@
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 </li>
 <li class="toctree-l1"><a class="reference internal" href="naming-convention.html">Naming Convention</a></li>
+<li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a></li>
 </ul>