diff --git a/docs/build/html/.doctrees/environment.pickle b/docs/build/html/.doctrees/environment.pickle
index 072883dfd..e276889a2 100644
Binary files a/docs/build/html/.doctrees/environment.pickle and b/docs/build/html/.doctrees/environment.pickle differ
diff --git a/docs/build/html/.doctrees/tutorials/tut_toggle_switch/tut_toggle_switch.doctree b/docs/build/html/.doctrees/tutorials/tut_toggle_switch/tut_toggle_switch.doctree
index 9d41ba84b..6a76c3e99 100644
Binary files a/docs/build/html/.doctrees/tutorials/tut_toggle_switch/tut_toggle_switch.doctree and b/docs/build/html/.doctrees/tutorials/tut_toggle_switch/tut_toggle_switch.doctree differ
diff --git a/docs/build/html/_sources/tutorials/tut_toggle_switch/tut_toggle_switch.rst.txt b/docs/build/html/_sources/tutorials/tut_toggle_switch/tut_toggle_switch.rst.txt
index e9550fbfe..e68601760 100644
--- a/docs/build/html/_sources/tutorials/tut_toggle_switch/tut_toggle_switch.rst.txt
+++ b/docs/build/html/_sources/tutorials/tut_toggle_switch/tut_toggle_switch.rst.txt
@@ -8,7 +8,7 @@ First, in a Python script that uses GillesPy2 to perform model simulation, we be
 .. code-block:: python
 
  import gillespy2
- 
+
 
 Next, we define a model. This is a model based on a publication by Gardner et al. in Nature, 1999, and represents a genetic toggle switch in Escherichia coli.  In GillesPy2, a model is expressed as an object having the parent class ``Model``.  Components of the model, such as the reactions, molecular species, and characteristics such as the time span for simulation, are all defined within the subclass definition.  The following Python code represents our model using GillesPy2's facility:
 
@@ -77,7 +77,7 @@ And here is a plot of the deterministic simulation results:
 
 .. code-block:: python
 
- d_results.plot(title="Stochastic Switch")
+ d_results.plot(title="Deterministic Switch")
 
 
 .. image:: ode.png
diff --git a/docs/build/html/searchindex.js b/docs/build/html/searchindex.js
index df0d171d1..bb155c43a 100644
--- a/docs/build/html/searchindex.js
+++ b/docs/build/html/searchindex.js
@@ -1 +1 @@
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\ No newline at end of file
diff --git a/docs/build/html/tutorials/tut_toggle_switch/tut_toggle_switch.html b/docs/build/html/tutorials/tut_toggle_switch/tut_toggle_switch.html
index 1c62b485b..a2af6b15c 100644
--- a/docs/build/html/tutorials/tut_toggle_switch/tut_toggle_switch.html
+++ b/docs/build/html/tutorials/tut_toggle_switch/tut_toggle_switch.html
@@ -160,7 +160,7 @@ <h1>Tutorial: ODE vs. SSA<a class="headerlink" href="#tutorial-ode-vs-ssa" title
 </div>
 <img alt="../../_images/stochastic.png" class="align-center" src="../../_images/stochastic.png" />
 <p>And here is a plot of the deterministic simulation results:</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">d_results</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">title</span><span class="o">=</span><span class="s2">&quot;Stochastic Switch&quot;</span><span class="p">)</span>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">d_results</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">title</span><span class="o">=</span><span class="s2">&quot;Deterministic Switch&quot;</span><span class="p">)</span>
 </pre></div>
 </div>
 <img alt="../../_images/ode.png" class="align-center" src="../../_images/ode.png" />