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diff --git a/.DS_Store b/.DS_Store
diff --git a/_build/.doctrees/_to_be_deleted_later/notebooks.doctree b/_build/.doctrees/_to_be_deleted_later/notebooks.doctree
diff --git a/_build/.doctrees/docs/pandas/02_Pandas_tabular_data.doctree b/_build/.doctrees/docs/pandas/02_Pandas_tabular_data.doctree
diff --git a/_build/.doctrees/docs/pandas/03_Pandas_subsets.doctree b/_build/.doctrees/docs/pandas/03_Pandas_subsets.doctree
diff --git a/...ndas/04_pandas_summary_statistics.doctree → .../04_pandas_descriptive_statistics.doctree b/...ndas/04_pandas_summary_statistics.doctree → .../04_pandas_descriptive_statistics.doctree
diff --git a/_build/.doctrees/docs/pandas/05_pandas_plot.doctree b/_build/.doctrees/docs/pandas/05_pandas_plot.doctree
diff --git a/_build/.doctrees/docs/pandas/getting_started.doctree b/_build/.doctrees/docs/pandas/getting_started.doctree
diff --git a/_build/.doctrees/environment.pickle b/_build/.doctrees/environment.pickle
diff --git a/_build/html/_sources/docs/pandas/02_Pandas_tabular_data.ipynb b/_build/html/_sources/docs/pandas/02_Pandas_tabular_data.ipynb
@@ -15,6 +15,20 @@
     "# Read and Write Tabular Data"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "fd7930e4-d137-499b-afed-b112cc278c67",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "source": [
+    "![How to read and write tabular data](images/02_io_readwrite.svg)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "9834ddce-1a75-469b-b7b2-c1b47bb174ad",
@@ -33,20 +47,6 @@
     "* Save and export your dataset to various file formats."
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "fd7930e4-d137-499b-afed-b112cc278c67",
-   "metadata": {
-    "editable": true,
-    "slideshow": {
-     "slide_type": ""
-    },
-    "tags": []
-   },
-   "source": [
-    "![How to read and write tabular data](images/02_io_readwrite.svg)"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "327363df-00cd-426e-9821-ac3f678a8f76",

diff --git a/_build/html/_sources/docs/pandas/03_Pandas_subsets.ipynb b/_build/html/_sources/docs/pandas/03_Pandas_subsets.ipynb
@@ -25,11 +25,11 @@
     "* How can we select and filter specific columns and rows in a `DataFrame`?\n",
     "\n",
     "Objectives:\n",
-    "* Select specific columns from a `DataFrame` using square bracket notation.\n",
-    "* Use the loc property for label-based indexing in a DataFrame.\n",
-    "* Use the iloc property for position-based indexing in a DataFrame.\n",
+    "* Select specific columns from a `DataFrame` using square bracket notation (`[]`).\n",
+    "* Use the `loc` property for label-based indexing in a `DataFrame`.\n",
+    "* Use the `iloc` property for position-based indexing in a `DataFrame`.\n",
     "* Filter rows based on the presence or absence of missing values.\n",
-    "* Understand the differences and complementary uses of loc and iloc. "
+    "* Understand the differences and complementary uses of `.loc[]` and `.iloc[]`. "
    ]
   },
   {

diff --git a/...pandas/04_pandas_summary_statistics.ipynb → ...as/04_pandas_descriptive_statistics.ipynb b/...pandas/04_pandas_summary_statistics.ipynb → ...as/04_pandas_descriptive_statistics.ipynb
@@ -5,7 +5,7 @@
    "id": "a9fc7c09-6376-4bf8-abd2-7596ac805d62",
    "metadata": {},
    "source": [
-    "# Summary Statistics"
+    "# Descriptive Statistics"
    ]
   },
   {
@@ -16,11 +16,11 @@
     "```{admonition} Learning Objectives\n",
     "\n",
     "Questions:\n",
-    "* How can we calculate and analyse summary statistics using Pandas?\n",
+    "* How can we calculate and analyse descriptive statistics using Pandas?\n",
     "\n",
     "Objectives:\n",
     "* Use built-in methods for descriptive statistics.\n",
-    "* Use the split-apply-combind pattern to perform descriptive statistics on groupings of data.\n",
+    "* Use the split-apply-combine pattern to perform descriptive statistics on groupings of data.\n",
     "* Use different count methods on groupings of data."
    ]
   },
@@ -1169,7 +1169,7 @@
    "source": [
     "## Key points\n",
     "\n",
-    "* Aggregation statistics can be calculated on entire columns or rows.\n",
+    "* Descriptive statistics can be calculated on entire columns or rows.\n",
     "* `groupby()` provides the power of the **split-apply-combine** pattern.\n",
     "* `value_counts()` is a convenient shortcut to count the number of entries in each category of a variable."
    ]

diff --git a/_build/html/_sources/docs/pandas/05_pandas_plot.ipynb b/_build/html/_sources/docs/pandas/05_pandas_plot.ipynb
@@ -8,6 +8,14 @@
     "# Basic Visualisations in Pandas"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "6eed7165-9b38-4ea1-bf39-85e434a39462",
+   "metadata": {},
+   "source": [
+    "![Plotting in Pandas](images/05_plot_overview.png)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "e0108d8c-df58-4f7e-975e-269bac5ef530",
@@ -23,14 +31,6 @@
     "* Visualise your data with various plots."
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "6eed7165-9b38-4ea1-bf39-85e434a39462",
-   "metadata": {},
-   "source": [
-    "![Plotting in Pandas](images/05_plot_overview.png)"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "4410cdfb-1e4b-49fd-acb0-e8f0c16d80d1",

diff --git a/_build/html/_to_be_deleted_later/admonition_boxes.html b/_build/html/_to_be_deleted_later/admonition_boxes.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../docs/pandas/01_pandas_dataframe.html">Pandas <code class="docutils literal notranslate"><span class="pre">DataFrame</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../docs/pandas/02_pandas_tabular_data.html">Read and Write Tabular Data</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../docs/pandas/03_pandas_subsets.html">Subsets</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../docs/pandas/04_pandas_summary_statistics.html">Summary Statistics</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../docs/pandas/04_pandas_descriptive_statistics.html">Descriptive Statistics</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../docs/pandas/05_pandas_plot.html">Basic Visualisations in Pandas</a></li>
 </ul>
 </details></li>

diff --git a/_build/html/_to_be_deleted_later/intro_old.html b/_build/html/_to_be_deleted_later/intro_old.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../docs/pandas/01_pandas_dataframe.html">Pandas <code class="docutils literal notranslate"><span class="pre">DataFrame</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../docs/pandas/02_pandas_tabular_data.html">Read and Write Tabular Data</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../docs/pandas/03_pandas_subsets.html">Subsets</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../docs/pandas/04_pandas_summary_statistics.html">Summary Statistics</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../docs/pandas/04_pandas_descriptive_statistics.html">Descriptive Statistics</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../docs/pandas/05_pandas_plot.html">Basic Visualisations in Pandas</a></li>
 </ul>
 </details></li>

diff --git a/_build/html/_to_be_deleted_later/markdown-notebooks.html b/_build/html/_to_be_deleted_later/markdown-notebooks.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../docs/pandas/01_pandas_dataframe.html">Pandas <code class="docutils literal notranslate"><span class="pre">DataFrame</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../docs/pandas/02_pandas_tabular_data.html">Read and Write Tabular Data</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../docs/pandas/03_pandas_subsets.html">Subsets</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../docs/pandas/04_pandas_summary_statistics.html">Summary Statistics</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../docs/pandas/04_pandas_descriptive_statistics.html">Descriptive Statistics</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../docs/pandas/05_pandas_plot.html">Basic Visualisations in Pandas</a></li>
 </ul>
 </details></li>

diff --git a/_build/html/_to_be_deleted_later/markdown.html b/_build/html/_to_be_deleted_later/markdown.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../docs/pandas/01_pandas_dataframe.html">Pandas <code class="docutils literal notranslate"><span class="pre">DataFrame</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../docs/pandas/02_pandas_tabular_data.html">Read and Write Tabular Data</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../docs/pandas/03_pandas_subsets.html">Subsets</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../docs/pandas/04_pandas_summary_statistics.html">Summary Statistics</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../docs/pandas/04_pandas_descriptive_statistics.html">Descriptive Statistics</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../docs/pandas/05_pandas_plot.html">Basic Visualisations in Pandas</a></li>
 </ul>
 </details></li>

diff --git a/_build/html/_to_be_deleted_later/notebooks.html b/_build/html/_to_be_deleted_later/notebooks.html
@@ -220,7 +220,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../docs/pandas/01_pandas_dataframe.html">Pandas <code class="docutils literal notranslate"><span class="pre">DataFrame</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../docs/pandas/02_pandas_tabular_data.html">Read and Write Tabular Data</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../docs/pandas/03_pandas_subsets.html">Subsets</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../docs/pandas/04_pandas_summary_statistics.html">Summary Statistics</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../docs/pandas/04_pandas_descriptive_statistics.html">Descriptive Statistics</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../docs/pandas/05_pandas_plot.html">Basic Visualisations in Pandas</a></li>
 </ul>
 </details></li>
@@ -476,7 +476,7 @@ <h2>Code blocks and outputs<a class="headerlink" href="#code-blocks-and-outputs"
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;contextlib.ExitStack at 0x10f5f8310&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;contextlib.ExitStack at 0x10a659710&gt;
 </pre></div>
 </div>
 </div>

diff --git a/_build/html/docs/101/01_data_types.html b/_build/html/docs/101/01_data_types.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../pandas/01_pandas_dataframe.html">Pandas <code class="docutils literal notranslate"><span class="pre">DataFrame</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/02_pandas_tabular_data.html">Read and Write Tabular Data</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/03_pandas_subsets.html">Subsets</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_summary_statistics.html">Summary Statistics</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_descriptive_statistics.html">Descriptive Statistics</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/05_pandas_plot.html">Basic Visualisations in Pandas</a></li>
 </ul>
 </details></li>

diff --git a/_build/html/docs/101/02_variables_and_assignment.html b/_build/html/docs/101/02_variables_and_assignment.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../pandas/01_pandas_dataframe.html">Pandas <code class="docutils literal notranslate"><span class="pre">DataFrame</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/02_pandas_tabular_data.html">Read and Write Tabular Data</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/03_pandas_subsets.html">Subsets</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_summary_statistics.html">Summary Statistics</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_descriptive_statistics.html">Descriptive Statistics</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/05_pandas_plot.html">Basic Visualisations in Pandas</a></li>
 </ul>
 </details></li>

diff --git a/_build/html/docs/101/03_type_conversion.html b/_build/html/docs/101/03_type_conversion.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../pandas/01_pandas_dataframe.html">Pandas <code class="docutils literal notranslate"><span class="pre">DataFrame</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/02_pandas_tabular_data.html">Read and Write Tabular Data</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/03_pandas_subsets.html">Subsets</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_summary_statistics.html">Summary Statistics</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_descriptive_statistics.html">Descriptive Statistics</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/05_pandas_plot.html">Basic Visualisations in Pandas</a></li>
 </ul>
 </details></li>

diff --git a/_build/html/docs/101/04_built-in_functions.html b/_build/html/docs/101/04_built-in_functions.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../pandas/01_pandas_dataframe.html">Pandas <code class="docutils literal notranslate"><span class="pre">DataFrame</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/02_pandas_tabular_data.html">Read and Write Tabular Data</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/03_pandas_subsets.html">Subsets</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_summary_statistics.html">Summary Statistics</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_descriptive_statistics.html">Descriptive Statistics</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/05_pandas_plot.html">Basic Visualisations in Pandas</a></li>
 </ul>
 </details></li>

diff --git a/_build/html/docs/101/05_lists.html b/_build/html/docs/101/05_lists.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../pandas/01_pandas_dataframe.html">Pandas <code class="docutils literal notranslate"><span class="pre">DataFrame</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/02_pandas_tabular_data.html">Read and Write Tabular Data</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/03_pandas_subsets.html">Subsets</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_summary_statistics.html">Summary Statistics</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_descriptive_statistics.html">Descriptive Statistics</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/05_pandas_plot.html">Basic Visualisations in Pandas</a></li>
 </ul>
 </details></li>

diff --git a/_build/html/docs/101/06_for_loops.html b/_build/html/docs/101/06_for_loops.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../pandas/01_pandas_dataframe.html">Pandas <code class="docutils literal notranslate"><span class="pre">DataFrame</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/02_pandas_tabular_data.html">Read and Write Tabular Data</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/03_pandas_subsets.html">Subsets</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_summary_statistics.html">Summary Statistics</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_descriptive_statistics.html">Descriptive Statistics</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/05_pandas_plot.html">Basic Visualisations in Pandas</a></li>
 </ul>
 </details></li>

diff --git a/_build/html/docs/101/07_conditionals.html b/_build/html/docs/101/07_conditionals.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../pandas/01_pandas_dataframe.html">Pandas <code class="docutils literal notranslate"><span class="pre">DataFrame</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/02_pandas_tabular_data.html">Read and Write Tabular Data</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/03_pandas_subsets.html">Subsets</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_summary_statistics.html">Summary Statistics</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_descriptive_statistics.html">Descriptive Statistics</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/05_pandas_plot.html">Basic Visualisations in Pandas</a></li>
 </ul>
 </details></li>

diff --git a/_build/html/docs/101/part1.html b/_build/html/docs/101/part1.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../pandas/01_pandas_dataframe.html">Pandas <code class="docutils literal notranslate"><span class="pre">DataFrame</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/02_pandas_tabular_data.html">Read and Write Tabular Data</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/03_pandas_subsets.html">Subsets</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_summary_statistics.html">Summary Statistics</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_descriptive_statistics.html">Descriptive Statistics</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/05_pandas_plot.html">Basic Visualisations in Pandas</a></li>
 </ul>
 </details></li>

diff --git a/_build/html/docs/101/part2.html b/_build/html/docs/101/part2.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../pandas/01_pandas_dataframe.html">Pandas <code class="docutils literal notranslate"><span class="pre">DataFrame</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/02_pandas_tabular_data.html">Read and Write Tabular Data</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/03_pandas_subsets.html">Subsets</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_summary_statistics.html">Summary Statistics</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_descriptive_statistics.html">Descriptive Statistics</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/05_pandas_plot.html">Basic Visualisations in Pandas</a></li>
 </ul>
 </details></li>

diff --git a/_build/html/docs/_test/2024_ods.html b/_build/html/docs/_test/2024_ods.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../pandas/01_pandas_dataframe.html">Pandas <code class="docutils literal notranslate"><span class="pre">DataFrame</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/02_pandas_tabular_data.html">Read and Write Tabular Data</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/03_pandas_subsets.html">Subsets</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_summary_statistics.html">Summary Statistics</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_descriptive_statistics.html">Descriptive Statistics</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/05_pandas_plot.html">Basic Visualisations in Pandas</a></li>
 </ul>
 </details></li>

diff --git a/_build/html/docs/_test/regex_and_frankenstein.html b/_build/html/docs/_test/regex_and_frankenstein.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../pandas/01_pandas_dataframe.html">Pandas <code class="docutils literal notranslate"><span class="pre">DataFrame</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/02_pandas_tabular_data.html">Read and Write Tabular Data</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/03_pandas_subsets.html">Subsets</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_summary_statistics.html">Summary Statistics</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_descriptive_statistics.html">Descriptive Statistics</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/05_pandas_plot.html">Basic Visualisations in Pandas</a></li>
 </ul>
 </details></li>

diff --git a/_build/html/docs/howto/dictionaries.html b/_build/html/docs/howto/dictionaries.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../pandas/01_pandas_dataframe.html">Pandas <code class="docutils literal notranslate"><span class="pre">DataFrame</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/02_pandas_tabular_data.html">Read and Write Tabular Data</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/03_pandas_subsets.html">Subsets</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_summary_statistics.html">Summary Statistics</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_descriptive_statistics.html">Descriptive Statistics</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/05_pandas_plot.html">Basic Visualisations in Pandas</a></li>
 </ul>
 </details></li>

diff --git a/_build/html/docs/howto/dictionary_101.html b/_build/html/docs/howto/dictionary_101.html
@@ -218,7 +218,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../pandas/01_pandas_dataframe.html">Pandas <code class="docutils literal notranslate"><span class="pre">DataFrame</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/02_pandas_tabular_data.html">Read and Write Tabular Data</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/03_pandas_subsets.html">Subsets</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_summary_statistics.html">Summary Statistics</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../pandas/04_pandas_descriptive_statistics.html">Descriptive Statistics</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../pandas/05_pandas_plot.html">Basic Visualisations in Pandas</a></li>
 </ul>
 </details></li>