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README.md

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 A visualization tool that visually “maps out” researchers based on their research interests and publications, based on embeddings generated by natural language processing (NLP) techniques
 
-Brought to you [Jon Saad-Falcon](https://www.linkedin.com/in/jonsaadfalcon/), [Omar Shaikh](https://www.linkedin.com/in/oshaikh13/), [Jay Wang](https://zijie.wang/), [Austin Wright](https://austinpwright.com/), [Sasha Richardson](https://www.linkedin.com/in/sasha-richardson/), and [Polo Chau](https://poloclub.github.io/polochau/).
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+Discovering research expertise at institutions can be a difficult task. Manually curated university directories easily become out of date and often lack the information necessary to understand a researcher’s interests and past work, making it harder to explore the diversity of research at an institution and pinpoint potential collaborators. PeopleMap solves these problems! To generate a PeopleMap, you only need to provide the researchers’ Google Scholar profile URLs.
 
+Brought to you [Jon Saad-Falcon](https://www.linkedin.com/in/jonsaadfalcon/), [Omar Shaikh](https://www.linkedin.com/in/oshaikh13/), [Jay Wang](https://zijie.wang/), [Austin Wright](https://austinpwright.com/), [Sasha Richardson](https://www.linkedin.com/in/sasha-richardson/), and [Polo Chau](https://poloclub.github.io/polochau/).
 
 
-[**Mapping Researchers with PeopleMap**](https://arxiv.org/abs/2009.00091)
 
-Jon Saad-Falcon, Omar Shaikh, Jay Wang, Austin Wright, Sasha Richardson, and Polo Chau
 
+[**Mapping Researchers with PeopleMap**](https://arxiv.org/abs/2009.00091) 
+Jon Saad-Falcon, Omar Shaikh, Jay Wang, Austin Wright, Sasha Richardson, and Polo Chau 
 *2020 IEEE Visualization (VIS'20)*
 
 
-[**PeopleMap: Visualization Tool for Mapping Out Researchers using Natural Language Processing**](https://arxiv.org/abs/2006.06105)
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-Jon Saad-Falcon, Omar Shaikh, Jay Wang, Austin Wright, Sasha Richardson, and Polo Chau
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+[**PeopleMap: Visualization Tool for Mapping Out Researchers using Natural Language Processing**](https://arxiv.org/abs/2006.06105) 
+Jon Saad-Falcon, Omar Shaikh, Jay Wang, Austin Wright, Sasha Richardson, and Polo Cha 
 <a href="https://poloclub.github.io/people-map/ideas/" target="_blank"><img src="PeopleMap.png" style="max-width:100%;"></a>
 
-Discovering research expertise at institutions can be a difficult task. Manually curated university directories easily become out of date and often lack the information necessary to understand a researcher’s interests and past work, making it harder to explore the diversity of research at an institution and pinpoint potential collaborators. PeopleMap solves these problems! To generate a PeopleMap, you only need to provide the researchers’ Google Scholar profile URLs.
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 # Live Demo