diff --git a/index.html b/index.html
index d33aa56..5cf19a0 100644
--- a/index.html
+++ b/index.html
@@ -134,11 +134,13 @@ <h1 class="title is-size-3">a spatio-temporal data set of strawberry plants</h1>
       </video>
       <h2 class="subtitle has-text-centered">
         Data preview: Example point cloud, alternating between original textures and instance annotations.
-      </h2>div>
+      </h2>
   </div>
 </section>
 <!-- End teaser video -->
 
+<img src="static/images/katrina_over_time_full.png" alt="Example time series of point clouds with original texture (top), class annotations (middle), and leaf instances (bottom).">
+
 <!-- Text block -->
 <div class="hero-body">
   <div class="container">
@@ -193,9 +195,10 @@ <h3 class="title is-3">Annotations</h3>
         <h3 class="title is-3">Code and ressources</h3>
         <div class="content has-text-justified">
           <p>
+            We provide a small python code sample for loading the data set is provided <a href="https://github.com/KarolineH/projectpage/blob/master/python/data_io.py" target="_blank">here</a>.<br>
             We recommend using <a href="https://www.danielgm.net/cc/" target="_blank">CloudCompare</a> to inspect the data. 
             Make sure to switch these two drop-down menus in the Properties window to see all three visualisations: original colour, classes, and instances
-            [image]
+            <img src="static/images/cc_visualise.png" alt="Description of the image">
             We also provide sample code to open the files in Python, optionally using Open3D or numpy.
             </p>
         </div>
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