Here we take a look at how Covid spread around the world, and focus in particular places in India, like the tablighi jamaat. We compare 3 algorithms, namely, the Louvain theorem, Clauset Newman Moore and the Girvan Newman algorithm in order to chart out each nodes relation with each other. Datasets have been manually downloaded from the official govt sites. A link to our paper including a discussion on our results: https://docs.google.com/document/d/1_UL6Z4aUEwuJ7XU5GQpwuJb5UpvfUku43DShTBdufok/edit?usp=sharing Yet to be published.