Concordancing tools (Antconc, 2011) were used to identify posts containing routinized expressions usually associated with apologies (based on Searle, 1969), and to quantify their relative frequency within the dataset. Admittedly, selecting the data on this basis cannot take into account other more indirect forms of apology (Mills, 2003) that might be made by members of Twitter.