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In this tutorial, we learn how to do text analysis using Displayr. A data set about people's opinions on Tom Cruise is analyzed through word clouds, revealing that many comments are about his religious beliefs. Displayr offers various text analysis tools like sentiment analysis and manual categorization, but the tutorial focuses on semi-automatic categorization by sorting data by similarity to the word "religion." This process helps save time and efficiently analyze text data.