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README.md

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 # PeopleMap
 
-A visualization Tool for Mapping Out Researchers using Natural Language Processing. 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/).
+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/).
 
 
 <a href="https://poloclub.github.io/people-map/ideas/" target="_blank"><img src="PeopleMap.png" style="max-width:100%;"></a>
 
-PeopleMap is the first interactive, open-source, web-based tool that visually “maps out” researchers based on their research interests and publications by leveraging embeddings generated by natural language processing (NLP) techniques. To generate a PeopleMap, you only need to provide the researchers’ Google Scholar profile URLs.
+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 Manually curated university directories easily become out of date and often lack the information necessary to understand a researcher’s interests and past work, making it harder to explore the diversity of research at an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.
 
-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 Manually curated university directories easily become out of date and often lack the information necessary to understand a researcher’s interests and past work, making it harder to explore the diversity of research at an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!
 
 
 # Live Demo