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The text discusses the importance of pre-processing functions for cleaning up unorganized raw data in a corpus. Functions such as lowering to make characters lowercase, removing punctuation, and stripping whitespace are essential. However, it is crucial to understand each function's impact on the data before applying them, as they may affect the analysis differently. Removing numbers can be useful but should be done with caution depending on the analysis goals.