Attempts to provide a rough overview of the topics someone tweets about using the tweet archive that can be requested from the account settings menu on Twitter.
For a general overview of topic modeling, see this paper
There are many tunable parameters for topic modeling that affect the fidelity of the model. Take a look here for some more information.
Twitter's archive contains a few different formats, but this works with the tweets.csv file.