I used the Classifier4J Summarizer to summarize the tweets and pick out the 5 tweet summary of the period, and the 1 tweet summary of @ replies and non-directed tweets.
Only letters and spaces were kept for the summary (thus each tweet was treated as one sentence), the summarizer transforms everything to lower case and removes some things like the identifier on bitl.y and other short links.
For this one, I’m having a little fun, really. Essentially I’ve tried to summarize 2 months of Twitter for each user on a slide, hence the inclusion of their pic (as of now, unfortunately not at the time period covered).
