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In this tutorial, the speaker demonstrates how to clean data using Tableau Prep Builder. They open Tableau Prep Builder and connect to an Excel file containing donation data for the state of California. They show the Excel sheet layout and explain the columns added based on their experience with a nonprofit organization. The speaker goes through each column to explain their meaning and importance for data cleaning.