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In this tutorial, the speaker demonstrates how to use Power Query to trim or remove spaces in text data. The dataset imported from an SQL database has improperly formatted text with paragraphs and spaces. Using functions like Clean and Trim in Power Query can remove some spaces, but not all. The speaker introduces a trick to effectively remove spaces in the middle of text as well. This technique can be very useful for cleaning and formatting text data efficiently.