For reasons of anonymity, and also to provide a minimal level of normalisation, the text was also subject to a number of replacement operations.
proper names were replaced by a $NAME$ identifier, numeric expressions were replaced by $NUMBER$ and laugh and emotion expressions (e.g., 'yay', 'ouch', 'haha', 'LoL' etc.)