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diff --git a/.doctrees/api/plots.doctree b/.doctrees/api/plots.doctree
diff --git a/.doctrees/api/stats.doctree b/.doctrees/api/stats.doctree
diff --git a/.doctrees/devel/CONTRIBUTING.doctree b/.doctrees/devel/CONTRIBUTING.doctree
diff --git a/.doctrees/devel/index.doctree b/.doctrees/devel/index.doctree
diff --git a/.doctrees/environment.pickle b/.doctrees/environment.pickle
diff --git a/.doctrees/examples/index.doctree b/.doctrees/examples/index.doctree
diff --git a/.doctrees/examples/plot_grand_stats.doctree b/.doctrees/examples/plot_grand_stats.doctree
diff --git a/.doctrees/examples/plot_qc_hover.doctree b/.doctrees/examples/plot_qc_hover.doctree
diff --git a/.doctrees/examples/plot_qc_poss_vs_used.doctree b/.doctrees/examples/plot_qc_poss_vs_used.doctree
diff --git a/.doctrees/examples/sg_execution_times.doctree b/.doctrees/examples/sg_execution_times.doctree
diff --git a/.doctrees/index.doctree b/.doctrees/index.doctree
diff --git a/.doctrees/sg_execution_times.doctree b/.doctrees/sg_execution_times.doctree
diff --git a/.doctrees/userguide/index.doctree b/.doctrees/userguide/index.doctree
diff --git a/.doctrees/userguide/installguide.doctree b/.doctrees/userguide/installguide.doctree
diff --git a/.doctrees/userguide/working-with-obsq.doctree b/.doctrees/userguide/working-with-obsq.doctree
diff --git a/_downloads/2d7f672373150348772abc90eb9d9e2d/plot_qc_poss_vs_used.zip b/_downloads/2d7f672373150348772abc90eb9d9e2d/plot_qc_poss_vs_used.zip
diff --git a/_downloads/6742944b67d4968c626afed6fdda4bcd/plot_qc_hover.zip b/_downloads/6742944b67d4968c626afed6fdda4bcd/plot_qc_hover.zip
diff --git a/_downloads/83abd9db9d7c330abfa8abda6e883953/plot_grand_stats.py b/_downloads/83abd9db9d7c330abfa8abda6e883953/plot_grand_stats.py
@@ -36,7 +36,7 @@
 qc0.columns
 
 ###########################################
-# Now we caluculate the statistics required for DART diagnostics
+# Now we calculate the statistics required for DART diagnostics
 
 stats.diag_stats(qc0)
 
@@ -53,6 +53,6 @@
 
 
 ###########################################
-# Summerize the grand statistics, which are the statistics aggregated over all the observations
+# Summarize the grand statistics, which are the statistics aggregated over all the observations
 # for each type of observation.
 stats.grand_statistics(qc0)
diff --git a/_downloads/8a4b477d0502c13953a5c460ed0f3294/plot_qc_hover.ipynb b/_downloads/8a4b477d0502c13953a5c460ed0f3294/plot_qc_hover.ipynb
@@ -4,7 +4,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "\n# Geographinc Plot of Observaions to look at QC\n\nThis example demonstrates how to read and observation sequence\nfile, and plot the observations on a map, with the color\nindicating the QC value.\n"
+        "\n# Geographic Plot of Observations to look at QC\n\nThis example demonstrates how to read and observation sequence\nfile, and plot the observations on a map, with the color\nindicating the QC value.\n"
       ]
     },
     {

diff --git a/_downloads/994e376499e59bb54fd692040f9da018/plot_grand_stats.zip b/_downloads/994e376499e59bb54fd692040f9da018/plot_grand_stats.zip
diff --git a/_downloads/bc82bea3a5dd7bdba60b65220891d9e5/examples_python.zip b/_downloads/bc82bea3a5dd7bdba60b65220891d9e5/examples_python.zip
diff --git a/_downloads/efb6f354051cfaaf6d3c2507130e9b6d/plot_grand_stats.ipynb b/_downloads/efb6f354051cfaaf6d3c2507130e9b6d/plot_grand_stats.ipynb
@@ -83,7 +83,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "Now we caluculate the statistics required for DART diagnostics\n\n"
+        "Now we calculate the statistics required for DART diagnostics\n\n"
       ]
     },
     {
@@ -137,7 +137,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "Summerize the grand statistics, which are the statistics aggregated over all the observations\nfor each type of observation.\n\n"
+        "Summarize the grand statistics, which are the statistics aggregated over all the observations\nfor each type of observation.\n\n"
       ]
     },
     {

diff --git a/_downloads/f2cc3ac08077d6c9a564bffcd47e51f4/plot_qc_hover.py b/_downloads/f2cc3ac08077d6c9a564bffcd47e51f4/plot_qc_hover.py
@@ -1,5 +1,5 @@
 """
-Geographinc Plot of Observaions to look at QC
+Geographic Plot of Observations to look at QC
 ==============================================
 
 This example demonstrates how to read and observation sequence

diff --git a/_downloads/fb625db3c50d423b1b7881136ffdeec8/examples_jupyter.zip b/_downloads/fb625db3c50d423b1b7881136ffdeec8/examples_jupyter.zip
diff --git a/_sources/devel/CONTRIBUTING.md.txt b/_sources/devel/CONTRIBUTING.md.txt
@@ -54,7 +54,7 @@ To set up your development environment, follow these steps:
     pip install -e .
     ```
 
-pyDARTdiags is now installed in your virtual enviroment in editable mode.
+pyDARTdiags is now installed in your virtual environment in editable mode.
 
 ## Pull Requests
 

diff --git a/_sources/devel/index.rst.txt b/_sources/devel/index.rst.txt
@@ -54,7 +54,7 @@ Then you can build the documentation with the following commands:
 The built documentation will be in the ``build/html`` directory. Open the ``index.html`` 
 file in your browser to view the documentation.
 
-You can check all the links in the documenation by running the following command:
+You can check all the links in the documentation by running the following command:
 
 .. code-block :: text
 

diff --git a/_sources/examples/index.rst.txt b/_sources/examples/index.rst.txt
@@ -67,7 +67,7 @@ Here are some examples of how to use the library.
 
 .. raw:: html
 
-      <div class="sphx-glr-thumbnail-title">Geographinc Plot of Observaions to look at QC</div>
+      <div class="sphx-glr-thumbnail-title">Geographic Plot of Observations to look at QC</div>
     </div>
 
 

diff --git a/_sources/examples/plot_grand_stats.rst.txt b/_sources/examples/plot_grand_stats.rst.txt
@@ -116,7 +116,7 @@ The columns of the dataframe are the same as the original obs_seq dataframe
 
 .. GENERATED FROM PYTHON SOURCE LINES 39-40
 
-Now we caluculate the statistics required for DART diagnostics
+Now we calculate the statistics required for DART diagnostics
 
 .. GENERATED FROM PYTHON SOURCE LINES 40-43
 
@@ -528,7 +528,7 @@ including what statistics are calculated
 
 .. GENERATED FROM PYTHON SOURCE LINES 56-58
 
-Summerize the grand statistics, which are the statistics aggregated over all the observations
+Summarize the grand statistics, which are the statistics aggregated over all the observations
 for each type of observation.
 
 .. GENERATED FROM PYTHON SOURCE LINES 58-59
@@ -635,7 +635,7 @@ for each type of observation.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.086 seconds)
+   **Total running time of the script:** (0 minutes 0.273 seconds)
 
 
 .. _sphx_glr_download_examples_plot_grand_stats.py:

diff --git a/_sources/examples/plot_qc_hover.rst.txt b/_sources/examples/plot_qc_hover.rst.txt
diff --git a/_sources/examples/plot_qc_poss_vs_used.rst.txt b/_sources/examples/plot_qc_poss_vs_used.rst.txt
@@ -717,7 +717,7 @@ Find number of used versus possible observations
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.199 seconds)
+   **Total running time of the script:** (0 minutes 0.190 seconds)
 
 
 .. _sphx_glr_download_examples_plot_qc_poss_vs_used.py:

diff --git a/_sources/examples/sg_execution_times.rst.txt b/_sources/examples/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:00.544** total execution time for 3 files **from examples**:
+**00:00.723** total execution time for 3 files **from examples**:
 
 .. container::
 
@@ -32,12 +32,12 @@ Computation times
    * - Example
      - Time
      - Mem (MB)
+   * - :ref:`sphx_glr_examples_plot_grand_stats.py` (``plot_grand_stats.py``)
+     - 00:00.273
+     - 0.0
    * - :ref:`sphx_glr_examples_plot_qc_hover.py` (``plot_qc_hover.py``)
-     - 00:00.259
+     - 00:00.260
      - 0.0
    * - :ref:`sphx_glr_examples_plot_qc_poss_vs_used.py` (``plot_qc_poss_vs_used.py``)
-     - 00:00.199
-     - 0.0
-   * - :ref:`sphx_glr_examples_plot_grand_stats.py` (``plot_grand_stats.py``)
-     - 00:00.086
+     - 00:00.190
      - 0.0
diff --git a/_sources/index.rst.txt b/_sources/index.rst.txt
@@ -16,7 +16,7 @@ pyDARTdiags
     examples/index
     api/index
 
-pyDARTdiags is a Python library for obsevation space diagnostics for the Data Assimilation Research Testbed (`DART <https://github.com/NCAR/DART>`_).
+pyDARTdiags is a Python library for observation space diagnostics for the Data Assimilation Research Testbed (`DART <https://github.com/NCAR/DART>`_).
 
 
 .. caution::

diff --git a/_sources/sg_execution_times.rst.txt b/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:00.544** total execution time for 3 files **from all galleries**:
+**00:00.723** total execution time for 3 files **from all galleries**:
 
 .. container::
 
@@ -32,12 +32,12 @@ Computation times
    * - Example
      - Time
      - Mem (MB)
+   * - :ref:`sphx_glr_examples_plot_grand_stats.py` (``../examples/plot_grand_stats.py``)
+     - 00:00.273
+     - 0.0
    * - :ref:`sphx_glr_examples_plot_qc_hover.py` (``../examples/plot_qc_hover.py``)
-     - 00:00.259
+     - 00:00.260
      - 0.0
    * - :ref:`sphx_glr_examples_plot_qc_poss_vs_used.py` (``../examples/plot_qc_poss_vs_used.py``)
-     - 00:00.199
-     - 0.0
-   * - :ref:`sphx_glr_examples_plot_grand_stats.py` (``../examples/plot_grand_stats.py``)
-     - 00:00.086
+     - 00:00.190
      - 0.0
diff --git a/_sources/userguide/index.rst.txt b/_sources/userguide/index.rst.txt
@@ -40,7 +40,7 @@ Import the obs_sequence and plots module
 Read an obs_sequence file
 -------------------------
 
-Read an observation sequence file into a DataFrama
+Read an observation sequence file into a DataFrame
 
 .. code-block :: python
 

diff --git a/_sources/userguide/installguide.rst.txt b/_sources/userguide/installguide.rst.txt
@@ -11,7 +11,7 @@ Requirements
 Installation
 ------------
 
-pyDARTdiags can be installed through pip.  We recommend installing pydartdiags in a virtual enviroment:
+pyDARTdiags can be installed through pip.  We recommend installing pydartdiags in a virtual environment:
 
 .. code-block :: text
 

diff --git a/_sources/userguide/working-with-obsq.rst.txt b/_sources/userguide/working-with-obsq.rst.txt
@@ -7,7 +7,7 @@ using python and pandas. The obs_sequence class provides a simple interface to r
 examine, join, and write obs_sequence files. 
 
 
-Read an observsation sequence file
+Read an observation sequence file
 ----------------------------------
 
 Examine the data

diff --git a/api/index.html b/api/index.html
@@ -54,7 +54,7 @@
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
     <link rel="next" title="module: obs_sequence" href="obs_sequence.html" />
-    <link rel="prev" title="Geographinc Plot of Observaions to look at QC" href="../examples/plot_qc_hover.html" />
+    <link rel="prev" title="Geographic Plot of Observations to look at QC" href="../examples/plot_qc_hover.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
   <meta name="docsearch:version" content="" />
@@ -483,7 +483,7 @@ <h1>API Guide<a class="headerlink" href="#api-guide" title="Link to this heading
       <i class="fa-solid fa-angle-left"></i>
       <div class="prev-next-info">
         <p class="prev-next-subtitle">previous</p>
-        <p class="prev-next-title">Geographinc Plot of Observaions to look at QC</p>
+        <p class="prev-next-title">Geographic Plot of Observations to look at QC</p>
       </div>
     </a>
     <a class="right-next"

diff --git a/api/plots.html b/api/plots.html
@@ -405,7 +405,7 @@
 <dt class="sig sig-object py" id="plots.plot_rank_histogram">
 <span class="sig-prename descclassname"><span class="pre">plots.</span></span><span class="sig-name descname"><span class="pre">plot_rank_histogram</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">phase</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ens_size</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#plots.plot_rank_histogram" title="Link to this definition">#</a></dt>
 <dd><p>Plots a rank histogram colored by observation type.</p>
-<p>All histogram bars are initalized to be hidden and can be toggled visible in the plot’s legend</p>
+<p>All histogram bars are initialized to be hidden and can be toggled visible in the plot’s legend</p>
 </dd></dl>
 
 <dl class="py function">

diff --git a/api/stats.html b/api/stats.html
@@ -442,7 +442,7 @@
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>DataFrame containing columns for ‘rank’ and ‘obstype’.</p>
+<dd class="field-even"><p>DataFrame containing columns for ‘rank’ and observation ‘type’.</p>
 </dd>
 </dl>
 </dd></dl>

diff --git a/devel/CONTRIBUTING.html b/devel/CONTRIBUTING.html
@@ -456,7 +456,7 @@ <h2>Setting up your development environment<a class="headerlink" href="#setting-
 </div>
 </li>
 </ol>
-<p>pyDARTdiags is now installed in your virtual enviroment in editable mode.</p>
+<p>pyDARTdiags is now installed in your virtual environment in editable mode.</p>
 </section>
 <section id="pull-requests">
 <h2>Pull Requests<a class="headerlink" href="#pull-requests" title="Link to this heading">#</a></h2>

diff --git a/devel/index.html b/devel/index.html
@@ -430,7 +430,7 @@ <h2>Building the Documentation Locally<a class="headerlink" href="#building-the-
 </div>
 <p>The built documentation will be in the <code class="docutils literal notranslate"><span class="pre">build/html</span></code> directory. Open the <code class="docutils literal notranslate"><span class="pre">index.html</span></code>
 file in your browser to view the documentation.</p>
-<p>You can check all the links in the documenation by running the following command:</p>
+<p>You can check all the links in the documentation by running the following command:</p>
 <div class="highlight-text notranslate"><div class="highlight"><pre><span></span>make linkcheck
 </pre></div>
 </div>

diff --git a/examples/index.html b/examples/index.html
@@ -335,7 +335,7 @@
   <div class="bd-toc-item navbar-nav"><ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="plot_qc_poss_vs_used.html">Possible vs. Used Observations</a></li>
 <li class="toctree-l1"><a class="reference internal" href="plot_grand_stats.html">Grand Statistics</a></li>
-<li class="toctree-l1"><a class="reference internal" href="plot_qc_hover.html">Geographinc Plot of Observaions to look at QC</a></li>
+<li class="toctree-l1"><a class="reference internal" href="plot_qc_hover.html">Geographic Plot of Observations to look at QC</a></li>
 </ul>
 </div>
 </nav></div>
@@ -403,8 +403,8 @@
 <p><a class="reference internal" href="plot_grand_stats.html#sphx-glr-examples-plot-grand-stats-py"><span class="std std-ref">Grand Statistics</span></a></p>
   <div class="sphx-glr-thumbnail-title">Grand Statistics</div>
 </div><div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates how to read and observation sequence file, and plot the observations on a map, with the color indicating the QC value."><img alt="" src="../_images/sphx_glr_plot_qc_hover_thumb.png" />
-<p><a class="reference internal" href="plot_qc_hover.html#sphx-glr-examples-plot-qc-hover-py"><span class="std std-ref">Geographinc Plot of Observaions to look at QC</span></a></p>
-  <div class="sphx-glr-thumbnail-title">Geographinc Plot of Observaions to look at QC</div>
+<p><a class="reference internal" href="plot_qc_hover.html#sphx-glr-examples-plot-qc-hover-py"><span class="std std-ref">Geographic Plot of Observations to look at QC</span></a></p>
+  <div class="sphx-glr-thumbnail-title">Geographic Plot of Observations to look at QC</div>
 </div></div><div class="toctree-wrapper compound">
 </div>
 <div class="sphx-glr-footer sphx-glr-footer-gallery docutils container">

diff --git a/examples/plot_grand_stats.html b/examples/plot_grand_stats.html
@@ -53,7 +53,7 @@
     <script>DOCUMENTATION_OPTIONS.pagename = 'examples/plot_grand_stats';</script>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
-    <link rel="next" title="Geographinc Plot of Observaions to look at QC" href="plot_qc_hover.html" />
+    <link rel="next" title="Geographic Plot of Observations to look at QC" href="plot_qc_hover.html" />
     <link rel="prev" title="Possible vs. Used Observations" href="plot_qc_poss_vs_used.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
@@ -335,7 +335,7 @@
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="plot_qc_poss_vs_used.html">Possible vs. Used Observations</a></li>
 <li class="toctree-l1 current active"><a class="current reference internal" href="#">Grand Statistics</a></li>
-<li class="toctree-l1"><a class="reference internal" href="plot_qc_hover.html">Geographinc Plot of Observaions to look at QC</a></li>
+<li class="toctree-l1"><a class="reference internal" href="plot_qc_hover.html">Geographic Plot of Observations to look at QC</a></li>
 </ul>
 </div>
 </nav></div>
@@ -439,7 +439,7 @@
       dtype=&#39;object&#39;)
 </pre></div>
 </div>
-<p>Now we caluculate the statistics required for DART diagnostics</p>
+<p>Now we calculate the statistics required for DART diagnostics</p>
 <div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="n">stats</span><span class="o">.</span><span class="n">diag_stats</span><span class="p">(</span><span class="n">qc0</span><span class="p">)</span>
 </pre></div>
 </div>
@@ -800,7 +800,7 @@
         - The function modifies the input DataFrame by adding new columns for the calculated statistics.
 </pre></div>
 </div>
-<p>Summerize the grand statistics, which are the statistics aggregated over all the observations
+<p>Summarize the grand statistics, which are the statistics aggregated over all the observations
 for each type of observation.</p>
 <div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="n">stats</span><span class="o">.</span><span class="n">grand_statistics</span><span class="p">(</span><span class="n">qc0</span><span class="p">)</span>
 </pre></div>
@@ -892,7 +892,7 @@
 </div>
 </div>
 <br />
-<br /><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.086 seconds)</p>
+<br /><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.273 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-examples-plot-grand-stats-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/efb6f354051cfaaf6d3c2507130e9b6d/plot_grand_stats.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">plot_grand_stats.ipynb</span></code></a></p>
@@ -931,7 +931,7 @@
        title="next page">
       <div class="prev-next-info">
         <p class="prev-next-subtitle">next</p>
-        <p class="prev-next-title">Geographinc Plot of Observaions to look at QC</p>
+        <p class="prev-next-title">Geographic Plot of Observations to look at QC</p>
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>

diff --git a/examples/plot_qc_hover.html b/examples/plot_qc_hover.html
diff --git a/examples/plot_qc_poss_vs_used.html b/examples/plot_qc_poss_vs_used.html
@@ -335,7 +335,7 @@
   <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
 <li class="toctree-l1 current active"><a class="current reference internal" href="#">Possible vs. Used Observations</a></li>
 <li class="toctree-l1"><a class="reference internal" href="plot_grand_stats.html">Grand Statistics</a></li>
-<li class="toctree-l1"><a class="reference internal" href="plot_qc_hover.html">Geographinc Plot of Observaions to look at QC</a></li>
+<li class="toctree-l1"><a class="reference internal" href="plot_qc_hover.html">Geographic Plot of Observations to look at QC</a></li>
 </ul>
 </div>
 </nav></div>
@@ -1026,7 +1026,7 @@
 </div>
 </div>
 <br />
-<br /><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.199 seconds)</p>
+<br /><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.190 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-examples-plot-qc-poss-vs-used-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/1a52f3978f5128f0ca7927e38b19e65a/plot_qc_poss_vs_used.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">plot_qc_poss_vs_used.ipynb</span></code></a></p>

diff --git a/examples/sg_execution_times.html b/examples/sg_execution_times.html
@@ -381,7 +381,7 @@
 
   <section id="computation-times">
 <span id="sphx-glr-examples-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>00:00.544</strong> total execution time for 3 files <strong>from examples</strong>:</p>
+<p><strong>00:00.723</strong> total execution time for 3 files <strong>from examples</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -402,16 +402,16 @@
 </tr>
 </thead>
 <tbody>
-<tr class="row-even"><td><p><a class="reference internal" href="plot_qc_hover.html#sphx-glr-examples-plot-qc-hover-py"><span class="std std-ref">Geographinc Plot of Observaions to look at QC</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_qc_hover.py</span></code>)</p></td>
-<td><p>00:00.259</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_grand_stats.html#sphx-glr-examples-plot-grand-stats-py"><span class="std std-ref">Grand Statistics</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_grand_stats.py</span></code>)</p></td>
+<td><p>00:00.273</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="plot_qc_poss_vs_used.html#sphx-glr-examples-plot-qc-poss-vs-used-py"><span class="std std-ref">Possible vs. Used Observations</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_qc_poss_vs_used.py</span></code>)</p></td>
-<td><p>00:00.199</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_qc_hover.html#sphx-glr-examples-plot-qc-hover-py"><span class="std std-ref">Geographic Plot of Observations to look at QC</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_qc_hover.py</span></code>)</p></td>
+<td><p>00:00.260</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="plot_grand_stats.html#sphx-glr-examples-plot-grand-stats-py"><span class="std std-ref">Grand Statistics</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_grand_stats.py</span></code>)</p></td>
-<td><p>00:00.086</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_qc_poss_vs_used.html#sphx-glr-examples-plot-qc-poss-vs-used-py"><span class="std std-ref">Possible vs. Used Observations</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_qc_poss_vs_used.py</span></code>)</p></td>
+<td><p>00:00.190</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
-Original file line number
+Diff line change
@@ Expand Up / @@ -67,7 +67,7 @@ Here are some examples of how to use the library. @@
     .. raw:: html
-          <div class="sphx-glr-thumbnail-title">Geographinc Plot of Observaions to look at QC</div>
+          <div class="sphx-glr-thumbnail-title">Geographic Plot of Observations to look at QC</div>
         </div>
@@ Expand Down @@