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As before, the DataFrame is extended with a new column, tokens, through the use of apply on the preprocessed column. The preprocessed text is now tokenized again, utilizing the identical NLT word_tokenizer as earlier than, however it might be swapped with a different tokenizer implementation. The DataFrame object is extended with the brand new column…