Stop Word Filtering Exercise with Corpus Documents
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Questions and Answers

What is the purpose of stop word filtering in text preprocessing?

  • Removing any special characters from the text
  • Converting all text to lowercase
  • Removing unnecessary words from the text (correct)
  • Correcting spelling mistakes in the text
  • Which tool can be used to create a document vector table for all the documents in the corpus?

  • Tokenisation
  • Bag of Words (correct)
  • Sentence Segmentation
  • Stemming
  • In the context of the corpus, what does 'TFIDF' stand for?

  • Total Frequency of Important Document Features
  • True Frequency of Document Files
  • Text Feature Identification for Documents
  • Term Frequency-Inverse Document Frequency (correct)
  • What is the purpose of Lemmatisation in text analysis?

    <p>Reducing words to their base form</p> Signup and view all the answers

    What is the purpose of tokenisation in text normalisation?

    <p>To divide the sentences into words, numbers, and special characters</p> Signup and view all the answers

    Why are stopwords removed in the text normalisation process?

    <p>Stopwords do not contribute significantly to the meaning of the text</p> Signup and view all the answers

    In text normalisation, what is the purpose of sentence segmentation?

    <p>To separate the whole corpus into individual sentences</p> Signup and view all the answers

    What is the main advantage of working on a corpus after tokenisation compared to before?

    <p>Efficient processing of individual elements like words and numbers</p> Signup and view all the answers

    In the context of creating document vectors, what is the purpose of the step 'Create Dictionary'?

    <p>To identify unique words across all documents</p> Signup and view all the answers

    How does text normalisation affect the data before creating document vectors?

    <p>It converts all words to lowercase</p> Signup and view all the answers

    What does a value of '1' under a word in a document vector indicate?

    <p>The word occurs exactly once in the document</p> Signup and view all the answers

    Why is it important to increment the value by 1 for a word that appears more than once in a document?

    <p>To differentiate between words with different frequencies</p> Signup and view all the answers

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