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diff --git a/06_numpy_intro.html b/06_numpy_intro.html
@@ -208,7 +208,8 @@
 <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="chapters/module-4/041-numpyI.html">NumPy (Part I)</a></li>
 <li class="toctree-l1"><a class="reference internal" href="chapters/module-4/042-numpyII.html">NumPy (Part II)</a></li>
-<li class="toctree-l1"><a class="reference internal" href="chapters/module-4/043-PandasI-Introduction.html">Introduction to pandas</a></li>
+<li class="toctree-l1"><a class="reference internal" href="chapters/module-4/043-PandasI-Introduction.html">Introduction to Pandas</a></li>
+<li class="toctree-l1"><a class="reference internal" href="chapters/module-4/044-PandasII-exploration.html">Pandas: Data Exploration</a></li>
 </ul>
 
     </div>
@@ -635,7 +636,9 @@ <h1>Images are Numerical Data<a class="headerlink" href="#images-are-numerical-d
 <div class="cell_output docutils container">
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Requirement already satisfied: scikit-image in /home/javi/anaconda3/lib/python3.11/site-packages (0.20.0)
 Requirement already satisfied: matplotlib in /home/javi/anaconda3/lib/python3.11/site-packages (3.7.1)
-Requirement already satisfied: numpy&gt;=1.21.1 in /home/javi/anaconda3/lib/python3.11/site-packages (from scikit-image) (1.24.3)
+</pre></div>
+</div>
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Requirement already satisfied: numpy&gt;=1.21.1 in /home/javi/anaconda3/lib/python3.11/site-packages (from scikit-image) (1.24.3)
 Requirement already satisfied: scipy&gt;=1.8 in /home/javi/anaconda3/lib/python3.11/site-packages (from scikit-image) (1.13.1)
 Requirement already satisfied: networkx&gt;=2.8 in /home/javi/anaconda3/lib/python3.11/site-packages (from scikit-image) (3.3)
 Requirement already satisfied: pillow&gt;=9.0.1 in /home/javi/anaconda3/lib/python3.11/site-packages (from scikit-image) (10.4.0)

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diff --git a/_sources/chapters/module-4/042-numpyII.ipynb b/_sources/chapters/module-4/042-numpyII.ipynb
@@ -2085,7 +2085,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [