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Key-Word-Extraction

Script to extract keywords from the comments on Airbnb reviews file using NLTK module of Python

  • As the csv file contains more than 600,000 records and I am writing the keywords into csv file, this script takes a long time to run.
  • So, here I have run the script on a subset of the original file.
  • Link to original csv file can be found in the text file.
  • Have removed any non english word from the comments

Future Agendas

  • Can make more use of NLTK Wordnet to discover word collocations
  • Spelling correction with Enchant
  • Replace negation with antonyms
  • After extracting relevant keywords from reviews, sentiment analyasis can be easily carried after creating bag of words, features and featureset with relevant words
  • Result of Naive Bayes, scikit learn and other classifiers can be combined with voting to give higher accuracy, AUROC and other estimators of the model

key-word-extraction's People

Contributors

sameer-sinha avatar

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