Describe the process of text normalization.

Instruction: Explain what text normalization is and why it is important in NLP.

Context: This question tests the candidate's knowledge of the preprocessing steps required to clean and standardize text data.

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Text normalization is the process of converting raw text into a more consistent form before modeling...

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