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In this tutorial, text analysis in Displayr is demonstrated using a data set about Tom Cruise. Word clouds are used to visualize common themes, with a focus on religion as a key issue in the data. Displayr offers different analysis methods, such as sentiment analysis and categorization. The tutorial emphasizes semi-automatic categorization, showing how to analyze the data based on similarity to the word "religion."