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Our analyses are based on the largest weakly connected component of the network in each city, although in practice, this restriction has little effect since nearly everyone belongs to the largest component. In the network for New York City, for example, the largest weakly connected component contains 99. Given that our focus here is on who is interested in whom, one approach might be to restrict ourselves to a network with edges representing only the first direction of contact between individuals and excluding any reply.
A related challenge is how to choose which users should be included in the network.