diff --git a/doc/html/.doctrees/environment.pickle b/doc/html/.doctrees/environment.pickle
index 39881ce..a87cdf6 100644
Binary files a/doc/html/.doctrees/environment.pickle and b/doc/html/.doctrees/environment.pickle differ
diff --git a/doc/html/.doctrees/outliers.doctree b/doc/html/.doctrees/outliers.doctree
index c51ae22..8b63e1f 100644
Binary files a/doc/html/.doctrees/outliers.doctree and b/doc/html/.doctrees/outliers.doctree differ
diff --git a/doc/html/_sources/outliers.rst.txt b/doc/html/_sources/outliers.rst.txt
index 68c494e..a446cef 100644
--- a/doc/html/_sources/outliers.rst.txt
+++ b/doc/html/_sources/outliers.rst.txt
@@ -269,7 +269,7 @@ in :mod:`vegas`)::
         plt.show()
 
 The plots are created from approximately 50,000 random samples ``all_samples``, which
-is a dictionary where: ``all_samples['c'][d,i]`` are samples for parameters ``c[d]`` 
+is a dictionary where:  ``all_samples['c'][d,i]`` are samples for parameters ``c[d]`` 
 where index ``d=0,1`` labels directions in ``c``-space and index ``i`` 
 labels the sample; and ``all_samples['w'][i]`` and ``all_samples['b'][i]`` 
 are the corresponding samples for parameters ``w`` and ``b``, respectively. The 
diff --git a/doc/html/outliers.html b/doc/html/outliers.html
index d78a1ce..34609ab 100644
--- a/doc/html/outliers.html
+++ b/doc/html/outliers.html
@@ -314,7 +314,7 @@ <h2>A Solution<a class="headerlink" href="#a-solution" title="Permalink to this
 </pre></div>
 </div>
 <p>The plots are created from approximately 50,000 random samples <code class="docutils literal notranslate"><span class="pre">all_samples</span></code>, which
-is a dictionary where: <code class="docutils literal notranslate"><span class="pre">all_samples['c'][d,i]</span></code> are samples for parameters <code class="docutils literal notranslate"><span class="pre">c[d]</span></code>
+is a dictionary where:  <code class="docutils literal notranslate"><span class="pre">all_samples['c'][d,i]</span></code> are samples for parameters <code class="docutils literal notranslate"><span class="pre">c[d]</span></code>
 where index <code class="docutils literal notranslate"><span class="pre">d=0,1</span></code> labels directions in <code class="docutils literal notranslate"><span class="pre">c</span></code>-space and index <code class="docutils literal notranslate"><span class="pre">i</span></code>
 labels the sample; and <code class="docutils literal notranslate"><span class="pre">all_samples['w'][i]</span></code> and <code class="docutils literal notranslate"><span class="pre">all_samples['b'][i]</span></code>
 are the corresponding samples for parameters <code class="docutils literal notranslate"><span class="pre">w</span></code> and <code class="docutils literal notranslate"><span class="pre">b</span></code>, respectively. The
diff --git a/doc/source/outliers.rst b/doc/source/outliers.rst
index 68c494e..a446cef 100644
--- a/doc/source/outliers.rst
+++ b/doc/source/outliers.rst
@@ -269,7 +269,7 @@ in :mod:`vegas`)::
         plt.show()
 
 The plots are created from approximately 50,000 random samples ``all_samples``, which
-is a dictionary where: ``all_samples['c'][d,i]`` are samples for parameters ``c[d]`` 
+is a dictionary where:  ``all_samples['c'][d,i]`` are samples for parameters ``c[d]`` 
 where index ``d=0,1`` labels directions in ``c``-space and index ``i`` 
 labels the sample; and ``all_samples['w'][i]`` and ``all_samples['b'][i]`` 
 are the corresponding samples for parameters ``w`` and ``b``, respectively. The