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@@ -89,6 +89,13 @@ strong.command, .rst-content code, .rst-content div[class^="highlight"] pre, .rs
 /*     font-style: normal; */
 }
 
+.rst-content div.figure  {
+    text-align: center;
+}
+
+.rst-content div.figure p.caption {
+    text-align: left;
+}
 
 /* -------------------------------------------------------------------------- */
 

diff --git a/docs/_static/documentation_options.js b/docs/_static/documentation_options.js
@@ -1,6 +1,6 @@
 var DOCUMENTATION_OPTIONS = {
     URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'),
-    VERSION: '[DRAFTv0.3.1]',
+    VERSION: '[DRAFTv0.4.1]',
     LANGUAGE: 'None',
     COLLAPSE_INDEX: false,
     BUILDER: 'html',

diff --git a/docs/chapter/000-preface.html b/docs/chapter/000-preface.html
diff --git a/docs/chapter/110-setup.html b/docs/chapter/110-setup.html
diff --git a/docs/chapter/120-scalar.html b/docs/chapter/120-scalar.html
@@ -14,6 +14,8 @@
 
 
 
+  <script async defer src="https://buttons.github.io/buttons.js"></script>
+
 
 
   <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
@@ -65,7 +67,7 @@
 
 
 
-            <a href="../index.html"> Minimalist Data Wrangling with Python [DRAFTv0.3.1]
+            <a href="../index.html"> Minimalist Data Wrangling with Python [DRAFTv0.4.1]
 
 
 
@@ -148,29 +150,27 @@
 <p class="caption" role="heading"><span class="caption-text">Unidimensional Data</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="210-vector.html">4. Unidimensional Numeric Data and Their Distribution</a></li>
-<li class="toctree-l1"><a class="reference internal" href="220-aggregate.html">5. Aggregating Numeric Data</a></li>
-<li class="toctree-l1"><a class="reference internal" href="230-transform-vector.html">6. Transforming and Filtering Numeric Data</a></li>
-<li class="toctree-l1"><a class="reference internal" href="240-distribution-uni.html">7. Continuous Probability Distributions (*)</a></li>
+<li class="toctree-l1"><a class="reference internal" href="220-transform-vector.html">5. Processing Unidimensional Data</a></li>
+<li class="toctree-l1"><a class="reference internal" href="230-distribution.html">6. Continuous Probability Distributions</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Multidimensional Data</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="310-matrix.html">8. Multidimensional Numeric Data at a Glance</a></li>
-<li class="toctree-l1"><a class="reference internal" href="320-transform-matrix.html">9. Transforming and Filtering Multidimensional Data</a></li>
-<li class="toctree-l1"><a class="reference internal" href="330-corelation.html">10. 🚧 Exploring Relationships Between Variables</a></li>
+<li class="toctree-l1"><a class="reference internal" href="310-matrix.html">7. Multidimensional Numeric Data at a Glance</a></li>
+<li class="toctree-l1"><a class="reference internal" href="320-transform-matrix.html">8. Processing Multidimensional Data</a></li>
+<li class="toctree-l1"><a class="reference internal" href="330-relationship.html">9. Exploring Relationships Between Variables</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Heterogeneous Data</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="410-dataframe.html">11. Introducing Data Frames</a></li>
-<li class="toctree-l1"><a class="reference internal" href="420-categorical.html">12. Handling Categorical Data</a></li>
-<li class="toctree-l1"><a class="reference internal" href="430-groupby.html">13. 🚧 Processing Data in Groups</a></li>
-<li class="toctree-l1"><a class="reference internal" href="440-sql.html">14. Accessing Databases</a></li>
+<li class="toctree-l1"><a class="reference internal" href="410-data-frame.html">10. Introducing Data Frames</a></li>
+<li class="toctree-l1"><a class="reference internal" href="420-categorical.html">11. Handling Categorical Data</a></li>
+<li class="toctree-l1"><a class="reference internal" href="430-group-by.html">12. Processing Data in Groups</a></li>
+<li class="toctree-l1"><a class="reference internal" href="440-sql.html">13. Accessing Databases</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Text and Other Data</span></p>
+<p class="caption" role="heading"><span class="caption-text">Other Types of Data</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="510-text.html">15. Working with Text Data</a></li>
-<li class="toctree-l1"><a class="reference internal" href="520-regex.html">16. Regular Expressions (*)</a></li>
-<li class="toctree-l1"><a class="reference internal" href="530-missingness.html">17. Outliers, Missing, Censored, and Incorrect Data</a></li>
-<li class="toctree-l1"><a class="reference internal" href="540-time.html">18. Time Series</a></li>
+<li class="toctree-l1"><a class="reference internal" href="510-text.html">14. Text Data</a></li>
+<li class="toctree-l1"><a class="reference internal" href="520-missingness.html">15. Missing, Censored, and Questionable Data</a></li>
+<li class="toctree-l1"><a class="reference internal" href="530-time-series.html">16. Time Series</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Appendix</span></p>
 <ul>
@@ -198,7 +198,7 @@
       <nav class="wy-nav-top" aria-label="top navigation">
 
           <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
-          <a href="../index.html">Minimalist Data Wrangling with Python [DRAFTv0.3.1]</a>
+          <a href="../index.html">Minimalist Data Wrangling with Python [DRAFTv0.4.1]</a>
 
       </nav>
 
@@ -240,6 +240,8 @@
 
 
 
+        <a class="github-button" href="https://github.com/gagolews/datawranglingpy" data-icon="octicon-star" data-size="large" data-show-count="true" aria-label="Star gagolews/datawranglingpy on GitHub">Star</a>
+
 
 
 
@@ -404,7 +406,7 @@ <h4><span class="section-number">2.1.2.2. </span>Creating Named Variables<a clas
 </pre></div>
 </div>
 <p>They often modify the objects they act upon in-place,
-compare <a class="reference internal" href="130-sequential.html#sec-copying"><span class="std std-numref">Section 3.5</span></a>.</p>
+compare <a class="reference internal" href="130-sequential.html#sec-copying"><span class="std std-numref">Section 3.5</span></a>.</p>
 </div>
 </div>
 </div>
@@ -451,7 +453,7 @@ <h4><span class="section-number">2.1.2.2. </span>Creating Named Variables<a clas
 to formatting, pattern searching, extracting chunks;
 they are very important in the art of data wrangling as
 oftentimes information comes to us in textual form.
-We shall be covering this topic in great detail in <a class="reference internal" href="510-text.html#chap-text"><span class="std std-numref">Chapter 15</span></a>.</p>
+We shall be covering this topic in great detail in <a class="reference internal" href="510-text.html#chap-text"><span class="std std-numref">Chapter 14</span></a>.</p>
 </div>
 <div class="section" id="f-strings-formatted-string-literals">
 <h4><span class="section-number">2.1.3.1. </span>F-Strings (Formatted String Literals)<a class="headerlink" href="#f-strings-formatted-string-literals" title="Permalink to this headline"></a></h4>
@@ -911,7 +913,7 @@ <h2><span class="section-number">2.5. </span>Exercises<a class="headerlink" href
     <p>
         &#169; Copyright 2022, Marek Gagolewski. Licensed under CC BY-NC-ND 4.0.
       <span class="lastupdated">
-        Last updated on 2022-05-23T17:58:17+1000.
+        Last updated on 2022-05-31T17:56:04+1000.
       </span>
     Built with <a href="https://sphinx-doc.org/">Sphinx</a>
     and a customised <a href="https://github.com/rtfd/sphinx_rtd_theme">rtd</a> theme.