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@@ -4,9 +4,7 @@ Data analysis is a key part of modern economics; economic theories must be teste
 
 ## A note on Python vs Stata
 
-This book teaches data science concepts using [Python](https://www.python.org/) and [Jupyter](https://jupyter.org/). However, until recently, [Stata](https://www.stata.com/) was the primary language used for economic research. When the book is fully complete, it shall include two chapters comparing Python and Stata. These chapters shall have two aims:
-- inform young economists on the differences between the languages and help them convert from one language to the other.
-- compare Python and Stata from a pedagogical perspective.
+This book teaches data science concepts using [Python](https://www.python.org/) and [Jupyter](https://jupyter.org/). However, until recently, [Stata](https://www.stata.com/) was the primary language used for economic research. The first chapter compares the two languages from various points of view, while the subsequent chapters help beginner economists learn Python.
 
 ## Acknowledgements
 

content/intro.html

@@ -362,11 +362,7 @@ <h1><a> Data Science for Economists </a><a class="headerlink" href="#a-data-scie
 <p>Data analysis is a key part of modern economics; economic theories must be tested with data to be accepted. As such, it is critically important for economists to learn some data science. UC Berkeley’s <a class="reference external" href="https://www.econ148.org/">Economics 148: Data Science for Economists</a> helps economics student learn the skills they need. This online textbook is written by a teaching assistant for that course in an attempt to help make the transition to data science easier. However, the textbook itself is accesible to everyone, not just the students of economics 148.</p>
 <section id="a-note-on-python-vs-stata">
 <h2>A note on Python vs Stata<a class="headerlink" href="#a-note-on-python-vs-stata" title="Permalink to this heading">#</a></h2>
-<p>This book teaches data science concepts using <a class="reference external" href="https://www.python.org/">Python</a> and <a class="reference external" href="https://jupyter.org/">Jupyter</a>. However, until recently, <a class="reference external" href="https://www.stata.com/">Stata</a> was the primary language used for economic research. When the book is fully complete, it shall include two chapters comparing Python and Stata. These chapters shall have two aims:</p>
-<ul class="simple">
-<li><p>inform young economists on the differences between the languages and help them convert from one language to the other.</p></li>
-<li><p>compare Python and Stata from a pedagogical perspective.</p></li>
-</ul>
+<p>This book teaches data science concepts using <a class="reference external" href="https://www.python.org/">Python</a> and <a class="reference external" href="https://jupyter.org/">Jupyter</a>. However, until recently, <a class="reference external" href="https://www.stata.com/">Stata</a> was the primary language used for economic research. The first chapter compares the two languages from various points of view, while the subsequent chapters help beginner economists learn Python.</p>
 </section>
 <section id="acknowledgements">
 <h2>Acknowledgements<a class="headerlink" href="#acknowledgements" title="Permalink to this heading">#</a></h2>