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In this tutorial, the presenter demonstrates how to conduct text analysis using Displayr, using a data set about what people dislike about Tom Cruise. The analysis begins with a word cloud, revealing that religion is a common topic among the comments. Displayr offers various tools for text analysis, including word clouds, sentiment analysis, and manual or automated categorization. The tutorial focuses on semi-automatic categorization, sorting the data by similarity to the word "religion".