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diff --git a/08-mapping_files/figure-pdf/fig-plot-raster-and-vector-output-1.pdf b/08-mapping_files/figure-pdf/fig-plot-raster-and-vector-output-1.pdf
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diff --git a/preface.html b/preface.html
@@ -276,7 +276,7 @@ <h1 class="title">Preface</h1>
 </header>
 
 
-<p><strong>Geocomputation with Python</strong> (<em>geocompy</em>) is motivated by the need for an introductory, yet rigorous and up-to-date, resource for working with geographic data with the most popular programming language in the world. A unique selling point of the book is its cohesive and joined-up coverage of <em>both vector and raster</em> geographic data models and consistent learning curve. We aim to <em>minimize surprises</em>, with each section and chapter building on the previous. If you’re just starting out with Python for working with geographic data, this book is an excellent place to start.</p>
+<p><strong>Geocomputation with Python</strong> (<em>geocompy</em>) is motivated by the need for an introductory resource for working with geographic data with the most popular programming language in the world. A unique selling point of the book is its cohesive and joined-up coverage of <em>both vector and raster</em> geographic data models and consistent learning curve. We aim to <em>minimize surprises</em>, with each section and chapter building on the previous. If you’re just starting out with Python for working with geographic data, this book is an excellent place to start.</p>
 <p>There are many resources on Python on ‘GeoPython’ but none that fill this need for an introductory resource that provides strong foundations for future work. We want to avoid reinventing the wheel and provide something that fills an ‘ecological niche’ in the wider free and open source software for geospatial (FOSS4G) ecosystem. Key features include:</p>
 <ol type="1">
 <li>Doing basic operations well</li>
@@ -373,13 +373,13 @@ <h2 class="anchored" data-anchor-id="code-and-sample-data">Code and sample data<
 <section id="software" class="level2">
 <h2 class="anchored" data-anchor-id="software">Software</h2>
 <p>Python version used when rendering the book:</p>
-<div id="92593833" class="cell" data-execution_count="1">
+<div id="9316d1a3" class="cell" data-execution_count="1">
 <div class="cell-output cell-output-stdout">
 <pre><code>3.11.4 (main, Aug 16 2023, 05:31:52) [GCC 10.2.1 20210110]</code></pre>
 </div>
 </div>
 <p>Versions of the main packages used in the book:</p>
-<div id="3a496b47" class="cell" data-execution_count="2">
+<div id="1e5ba110" class="cell" data-execution_count="2">
 <div class="cell-output cell-output-stdout">
 <pre><code>numpy==1.26.1
 pandas==2.1.2

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