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The video tutorial explains how copying and pasting data from different sources into Excel can lead to errors in formulas due to unwanted spaces. Using Excel's TRIM function can help remove these additional spaces, but there may still be instances where TRIM doesn't work. The tutorial demonstrates a scenario where TRIM fails to remove spaces and explores the possible reasons behind it.