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I wish lay out totally those preprocessing stairs into a single function and apply information technology to the whole dataset Preprocess A thread parameter param textual matter thread - nominate of column containing textual matter param lststopwords number - list of stopwords to transfer param flgstemm bool - whether stemming is to live practical param flglemm bool - whether lemmitisation is to be practical return cleaned textual matter def utilspreprocesstexttextual matter flgstemmFalse flglemmTrue lststopwordsNone clean convince to lowercase and remove punctuations ana blanco canales and characters and and then undress text resubrws strtextual matter lowerstrip Tokenize win over from string to list lsttext textseparate transfer Stopwords if lststopwords is not None lsttext word for word in lsttext if word not in lststopwords Stemming remove -ing -ly if flgstemm True ps nltkstemporterPorterStemmer lsttext psstaunch word for word in lsttext Lemmatisation win over the articulate into side word if flglemm True lem nltkstemWordNetWordNetLemmatizer lsttext lemlemmatizeword for word atomic number 49 lsttext back up to string from number text joinlsttext return textual matter

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