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We created this visualization technique in 2007.

Read the Many Eyes guide
or see examples on Many Eyes
 

Related academic paper
The Word Tree, An Interactive Visual Concordance [pdf]
Martin Wattenberg & Fernanda Viégas, InfoVis 2008.

A word tree is a visual search tool for unstructured text, such as a book, article, speech or poem. It lets you pick a word or phrase and shows you all the different contexts in which it appears. The contexts are arranged in a tree-like branching structure to reveal recurrent themes and phrases.

The image above is a word tree made from Martin Luther King's famous "I have a dream" speech, using the search term "I." Font sizes show frequency of use, so you can see that among King's many uses of "I," the most frequent context is the phrase "I have a dream."

With the right phrase, a word tree can reveal the heart of a data set. Below is a word tree for a collection of personals ads from men who reveal they are married: