diff --git a/02_plotting/intro.html b/02_plotting/intro.html
index 36a3ee6..3d035cf 100644
--- a/02_plotting/intro.html
+++ b/02_plotting/intro.html
@@ -411,7 +411,7 @@ <h1>Plotting Data with Python<a class="headerlink" href="#plotting-data-with-pyt
 <p>Finally, you will employ all the tools learned during the previous sections to work on a complete image analysis workflow, from reading raw images, through image processing and feature extraction, to displaying your data analysis results in figures.</p>
 <p>We will use these two presentations:</p>
 <ul class="simple">
-<li><p>[Preparing Visuals of Data Analysis DV](./Preparing Visuals of Data Analysis DV.pdf)</p></li>
+<li><p><a class="reference download internal" download="" href="../_downloads/c2f02196c4ee04184eb359b9e5ef82f8/Preparing_Visuals_of_Data_Analysis_DV.pdf"><span class="xref download myst">Preparing Visuals of Data Analysis DV</span></a></p></li>
 <li><p><a class="reference download internal" download="" href="../_downloads/1a27f61c8a10e7f1e0479acc21027ad2/Plotting.pdf"><span class="xref download myst">Plotting</span></a></p></li>
 </ul>
 <div class="toctree-wrapper compound">
diff --git a/_downloads/c2f02196c4ee04184eb359b9e5ef82f8/Preparing_Visuals_of_Data_Analysis_DV.pdf b/_downloads/c2f02196c4ee04184eb359b9e5ef82f8/Preparing_Visuals_of_Data_Analysis_DV.pdf
new file mode 100644
index 0000000..51374db
Binary files /dev/null and b/_downloads/c2f02196c4ee04184eb359b9e5ef82f8/Preparing_Visuals_of_Data_Analysis_DV.pdf differ
diff --git a/_sources/02_plotting/intro.md b/_sources/02_plotting/intro.md
index 7a34203..743e8e7 100644
--- a/_sources/02_plotting/intro.md
+++ b/_sources/02_plotting/intro.md
@@ -7,5 +7,5 @@ We then look at sophisticated and stylish plots straight from pandas dataframes.
 Finally, you will employ all the tools learned during the previous sections to work on a complete image analysis workflow, from reading raw images, through image processing and feature extraction, to displaying your data analysis results in figures.
 
 We will use these two presentations:
- * [Preparing Visuals of Data Analysis DV](./Preparing Visuals of Data Analysis DV.pdf)
+ * [Preparing Visuals of Data Analysis DV](./Preparing_Visuals_of_Data_Analysis_DV.pdf)
  * [Plotting](./Plotting.pdf)
diff --git a/searchindex.js b/searchindex.js
index d7ee9f5..5c9397b 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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