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NLP_Booking_com_Analysis

How to run: Make sure the geckodriver executable is in the same directory as notebook files

Web Scraping project: Retrieving general Data and Descriptions form Booking.com accomodations using Selenium and BeautifulSoup. Python code in Jupyter Notebooks.

NLP project:

  • Running regresisons using the retrieved data to predict the effect on price changes during an event in Barcelona (Sonar festival)
  • Natural Language Processing on hotel descriptions to obtain useful features:
    • Stopwords treatment
    • Stemming and Lemmatizing
    • Document-term matrix
    • Term Frequency (TF)-Inverse Document Frequency (IDF)
    • Sentiment Analysis

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