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@@ -400,6 +400,15 @@ <h4> Results </h4>
 
 <h2 id="sapiens"> The effect of social connectivity on collective innovation </h2>
 
+<div style="clear: both;float: right; margin-top: 10px; margin-left: 10px; margin-right: calc((100vw - 1500px) / 2 + 168px);
+width: calc((1500px - 648px) / 2 - 24px);">
+<img src="public/part2.png" alt="scheme" style="width:90%">
+<sub style="display: block; line-height: 1.5em">
+<i>  In this study we focus on the effect of social dynamics on the collective innovation of learning agents
+</i> </sub>
+
+</div>
+
 <div align="center" style="margin-bottom:40px">
 <img class="80" src="public/culture.gif"  alt="ORIGINS" style="width:100%" />
 <div>
@@ -410,21 +419,14 @@ <h2 id="sapiens"> The effect of social connectivity on collective innovation </h
 </div>
 </div>
 
-<div style="clear: both;float: right; margin-top: 10px; margin-left: 10px; margin-right: calc((100vw - 1500px) / 2 + 168px);
-width: calc((1500px - 648px) / 2 - 24px);">
-<img src="public/part2.png" alt="scheme" style="width:90%">
-<sub style="display: block; line-height: 1.5em">
-<i>  In this study we focus on the effect of social dynamics on the collective innovation of learning agents
-</i> </sub>
 
-</div>
 
 <div align="center" style="clear: both;float: right; margin-top: 10px; margin-left: 10px; margin-right: calc((100vw - 1500px) / 2 + 168px);
 width: calc((1500px - 648px) / 2 - 24px);">
 <img src="public/innovation_networks.png" alt="scheme" style="width:90%">
 <sub style="display: block; line-height: 1.5em">
 <i> Social networks characterizing human collective innovation often have a clustered structure.
-On the top, reconstructed regional networks of cultural artifacts in Africa about 350, thousand years ago <dt-cite key="migliano_origins_2022"> </dt-cite>.
+On the top, reconstructed regional networks of cultural artifacts in Africa about 350 thousand years ago <dt-cite key="migliano_origins_2022"> </dt-cite>.
 On the bottom, the citation network of a recent research paper (Image credit <a href="https://www.connectedpapers.com/"> connected papers </a>).
 Does this pattern suggest a link between social connectivity and the ability to innovate collectively?
 </i>
@@ -604,7 +606,7 @@ <h4> Results </h4>
 </div>
 </div>
 
-<p> For more detailed results, including performances of the different baselines on all tasks, take a look at our <a href="https://arxiv.org/abs/2206.05060"> in our paper </a>, written
+<p> For more detailed results, including performances of the different baselines on all tasks, take a look <a href="https://arxiv.org/abs/2206.05060"> at our paper </a>, written
 in collaboration with Ida Mommenejad from Microsoft Research.</p>
 <p>
 Do our empirical conclusions generalize to more complex environments, such as grid-worlds and Atari games?
@@ -622,7 +624,7 @@ <h2> Connecting the dots </h2>
 <p> At a first glance our two studies may seem disconnected.
     One is concerned with the effect of ecological dynamics on a populations' dispersal and adaptability and the other with
     the effect of social connectivity on collective innovation.
-    But isn't the social connectivity of a a population related to its dispersal?
+    But isn't the social connectivity of a population related to its dispersal?
     This observation allows us to draw a link between ecological dynamics and collective innovation.
     Can certain ecological conditions favor certain social connectivities and what would this mean for the evolution of our species?
 </p>