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• In NLP purposes, the raw textual content is usually checked for symbols that aren’t required, or cease words that can be removed, and even making use of stemming and lemmatization.
• First, we create a base class that defines its personal Wikipedia object and determines the place to store the articles.
• This object is a sequence of transformers, objects that implement a match and rework method, and a last estimator that implements the match method.

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