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Graph visualization has plenty of useful applications, such as detecting fake social media accounts. When looking at a graph of social media accounts and their interactions, for example, seeing many accounts pointing towards the same account could potentially mean that they are fake.
This blog post explains how to build a graph visualization tool and some of the challenges to overcome.