The Stack Exchange chat websites were launched a few years ago and they now contain millions of messages. The sheer volume of messages and diversity of users posting them are incredibly useful for statistical analysis and machine learning.
This tool provides a simple way to extract the information from a room's transcript and build a sequence of JSON files which can then either be fed into a database or analyzed directly.