The digitalization of society raises many substantive questions (see, for example, refs. 1,2,3). At the same time, however, it provides unmistakable methodological opportunities for social science research. For all of the interactions that take place online, such as communications between social media users, digital data traces are left behind. Not only do these data traces capture naturalistic be