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The various text preprocessing steps are:
Tokenization.
Lower casing.
Stop words removal.
Stemming.
Lemmatization,
remove_hashtag,
remove_urls,
remove_numbers,
remove_special_characters,
remove_extra_whitespace_tab,
remove_punctuation.