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The video tutorial demonstrates a simple trick to remove URLs and special characters from a Python pandas dataframe. The tutorial emphasizes the importance of data cleaning in data science to eliminate noisy data. Through the use of Python pandas, the tutorial showcases how to identify and remove URLs and special characters from the dataframe effectively.