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In this tutorial, the presenter demonstrates how to remove the percentile symbol from the "tpv" column in a CSV file. They begin by reading the `predictions.csv` file into a data frame and printing the values for reference. To eliminate the percentile symbol, they utilize the `replace` method from the pandas library, applying it specifically to the targeted column. The operation involves replacing the percentile symbol with `None` and employs regular expressions to ensure it effectively handles the string format. The presenter emphasizes the importance of using regular expressions in this context.