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diff --git a/docs/_images/spokane-violinplot-1.png b/docs/_images/spokane-violinplot-1.png
diff --git a/docs/_images/stacked-bar-5.png b/docs/_images/stacked-bar-5.png
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diff --git a/docs/_images/vectorised-easy-7.png b/docs/_images/vectorised-easy-7.png
diff --git a/docs/_images/violinplot-income-5.png b/docs/_images/violinplot-income-5.png
diff --git a/docs/_images/wybory1-7.png b/docs/_images/wybory1-7.png
diff --git a/docs/_images/wybory2-9.png b/docs/_images/wybory2-9.png
diff --git a/docs/_images/wybory3-11.png b/docs/_images/wybory3-11.png
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: '[DRAFTv0.2.2]',
+    VERSION: '[DRAFTv0.3.1]',
     LANGUAGE: 'None',
     COLLAPSE_INDEX: false,
     BUILDER: 'html',

diff --git a/docs/chapter/000-preface.html b/docs/chapter/000-preface.html
@@ -65,7 +65,7 @@
 
 
 
-            <a href="../index.html"> Minimalist Data Wrangling with Python [DRAFTv0.2.2]
+            <a href="../index.html"> Minimalist Data Wrangling with Python [DRAFTv0.3.1]
 
 
 
@@ -132,7 +132,7 @@
 <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, Aggregating, and Filtering Multidimensional Data</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>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Heterogeneous Data</span></p>
@@ -175,7 +175,7 @@
       <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 [DRAFTv0.2.2]</a>
+          <a href="../index.html">Minimalist Data Wrangling with Python [DRAFTv0.3.1]</a>
 
       </nav>
 
@@ -459,7 +459,7 @@ <h2>Acknowledgements<a class="headerlink" href="#acknowledgements" title="Permal
     <p>
         &#169; Copyright 2022, Marek Gagolewski. Licensed under CC BY-NC-ND 4.0.
       <span class="lastupdated">
-        Last updated on 2022-05-20T12:47:44+1000.
+        Last updated on 2022-05-23T17:58:17+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.

diff --git a/docs/chapter/110-setup.html b/docs/chapter/110-setup.html
@@ -67,7 +67,7 @@
 
 
 
-            <a href="../index.html"> Minimalist Data Wrangling with Python [DRAFTv0.2.2]
+            <a href="../index.html"> Minimalist Data Wrangling with Python [DRAFTv0.3.1]
 
 
 
@@ -142,7 +142,7 @@
 <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, Aggregating, and Filtering Multidimensional Data</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>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Heterogeneous Data</span></p>
@@ -185,7 +185,7 @@
       <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 [DRAFTv0.2.2]</a>
+          <a href="../index.html">Minimalist Data Wrangling with Python [DRAFTv0.3.1]</a>
 
       </nav>
 
@@ -560,7 +560,8 @@ <h2><span class="section-number">1.3. </span>Initialising Each Session and Getti
 <span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="o">.</span><span class="n">update</span><span class="p">({</span>
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+    <span class="s2">&quot;font.sans-serif&quot;</span><span class="p">:</span> <span class="p">[</span><span class="s2">&quot;Alegreya Sans&quot;</span><span class="p">,</span> <span class="s2">&quot;Alegreya&quot;</span><span class="p">],</span>
+    <span class="s2">&quot;figure.autolayout&quot;</span><span class="p">:</span> <span class="kc">True</span><span class="p">,</span>
 <span class="p">})</span>
 </pre></div>
 </div>
@@ -689,7 +690,7 @@ <h2><span class="section-number">1.5. </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 2022-05-20T12:47:44+1000.
+        Last updated on 2022-05-23T17:58:17+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.

diff --git a/docs/chapter/120-scalar.html b/docs/chapter/120-scalar.html
@@ -65,7 +65,7 @@
 
 
 
-            <a href="../index.html"> Minimalist Data Wrangling with Python [DRAFTv0.2.2]
+            <a href="../index.html"> Minimalist Data Wrangling with Python [DRAFTv0.3.1]
 
 
 
@@ -155,7 +155,7 @@
 <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, Aggregating, and Filtering Multidimensional Data</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>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Heterogeneous Data</span></p>
@@ -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 [DRAFTv0.2.2]</a>
+          <a href="../index.html">Minimalist Data Wrangling with Python [DRAFTv0.3.1]</a>
 
       </nav>
 
@@ -911,7 +911,7 @@ <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 2022-05-20T12:47:44+1000.
+        Last updated on 2022-05-23T17:58:17+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.

diff --git a/docs/chapter/130-sequential.html b/docs/chapter/130-sequential.html
@@ -65,7 +65,7 @@
 
 
 
-            <a href="../index.html"> Minimalist Data Wrangling with Python [DRAFTv0.2.2]
+            <a href="../index.html"> Minimalist Data Wrangling with Python [DRAFTv0.3.1]
 
 
 
@@ -158,7 +158,7 @@
 <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, Aggregating, and Filtering Multidimensional Data</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>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Heterogeneous Data</span></p>
@@ -201,7 +201,7 @@
       <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 [DRAFTv0.2.2]</a>
+          <a href="../index.html">Minimalist Data Wrangling with Python [DRAFTv0.3.1]</a>
 
       </nav>
 
@@ -912,7 +912,7 @@ <h3><span class="section-number">3.5.3. </span>Object Copies<a class="headerlink
 <span class="kn">import</span> <span class="nn">random</span>
 <span class="n">random</span><span class="o">.</span><span class="n">shuffle</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>  <span class="c1"># modifies x in-place</span>
 <span class="nb">print</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
-<span class="c1">## [1, 3, 5, 4, 2]</span>
+<span class="c1">## [3, 5, 2, 4, 1]</span>
 </pre></div>
 </div>
 <p>Moreover, later we will learn about <code class="docutils literal notranslate"><span class="pre">Series</span></code> objects in <strong class="program">pandas</strong>,
@@ -1048,7 +1048,7 @@ <h2><span class="section-number">3.7. </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 2022-05-20T12:47:44+1000.
+        Last updated on 2022-05-23T17:58:17+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.

diff --git a/docs/chapter/210-vector.html b/docs/chapter/210-vector.html
@@ -67,7 +67,7 @@
 
 
 
-            <a href="../index.html"> Minimalist Data Wrangling with Python [DRAFTv0.2.2]
+            <a href="../index.html"> Minimalist Data Wrangling with Python [DRAFTv0.3.1]
 
 
 
@@ -153,7 +153,7 @@
 <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, Aggregating, and Filtering Multidimensional Data</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>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Heterogeneous Data</span></p>
@@ -196,7 +196,7 @@
       <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 [DRAFTv0.2.2]</a>
+          <a href="../index.html">Minimalist Data Wrangling with Python [DRAFTv0.3.1]</a>
 
       </nav>
 
@@ -1200,7 +1200,7 @@ <h2><span class="section-number">4.6. </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 2022-05-20T12:47:44+1000.
+        Last updated on 2022-05-23T17:58:17+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.

diff --git a/docs/chapter/220-aggregate.html b/docs/chapter/220-aggregate.html
@@ -67,7 +67,7 @@
 
 
 
-            <a href="../index.html"> Minimalist Data Wrangling with Python [DRAFTv0.2.2]
+            <a href="../index.html"> Minimalist Data Wrangling with Python [DRAFTv0.3.1]
 
 
 
@@ -145,7 +145,7 @@
 <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, Aggregating, and Filtering Multidimensional Data</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>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Heterogeneous Data</span></p>
@@ -188,7 +188,7 @@
       <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 [DRAFTv0.2.2]</a>
+          <a href="../index.html">Minimalist Data Wrangling with Python [DRAFTv0.3.1]</a>
 
       </nav>
 
@@ -671,13 +671,15 @@ <h2><span class="section-number">5.3. </span>Measures of Shape (*)<a class="head
 and is based only on the aggregates</p>
 <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">211</span><span class="p">)</span>  <span class="c1"># 2 rows, 1 column, 1st subplot</span>
 <span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">income</span><span class="p">,</span> <span class="n">orient</span><span class="o">=</span><span class="s2">&quot;h&quot;</span><span class="p">)</span>
-<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;income&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">([</span><span class="mi">0</span><span class="p">],</span> <span class="p">[</span><span class="s2">&quot;income&quot;</span><span class="p">])</span>
 
 <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">212</span><span class="p">)</span>  <span class="c1"># 2 rows, 1 column, 2nd subplot</span>
 <span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">heights</span><span class="p">,</span> <span class="n">orient</span><span class="o">=</span><span class="s2">&quot;h&quot;</span><span class="p">)</span>
-<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;heights&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">([</span><span class="mi">0</span><span class="p">],</span> <span class="p">[</span><span class="s2">&quot;heights&quot;</span><span class="p">])</span>
 
 <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+<span class="c1">## ([&lt;matplotlib.axis.YTick object at 0x7f96b2eb96a0&gt;], [Text(0, 0, &#39;income&#39;)])</span>
+<span class="c1">## ([&lt;matplotlib.axis.YTick object at 0x7f96b2e04520&gt;], [Text(0, 0, &#39;heights&#39;)])</span>
 </pre></div>
 </div>
 <div class="figure align-default" id="id12">
@@ -752,7 +754,9 @@ <h2><span class="section-number">5.3. </span>Measures of Shape (*)<a class="head
 (which is a smoothened version of a histogram),
 compare <a class="reference internal" href="#fig-violinplot-income"><span class="std std-numref">Figure 5.3</span></a>.</p>
 <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">violinplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">income</span><span class="p">,</span> <span class="n">orient</span><span class="o">=</span><span class="s2">&quot;h&quot;</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">([</span><span class="mi">0</span><span class="p">],</span> <span class="p">[</span><span class="s2">&quot;income&quot;</span><span class="p">])</span>
 <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+<span class="c1">## ([&lt;matplotlib.axis.YTick object at 0x7f96b2e00700&gt;], [Text(0, 0, &#39;income&#39;)])</span>
 </pre></div>
 </div>
 <div class="figure align-default" id="id14">
@@ -910,7 +914,7 @@ <h2><span class="section-number">5.6. </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 2022-05-20T12:47:44+1000.
+        Last updated on 2022-05-23T17:58:17+1000.
       </span>
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     and a customised <a href="https://github.com/rtfd/sphinx_rtd_theme">rtd</a> theme.