Dataset Overview
This dataset contains 4720 reviews of the Jumeirah Burj Al Arab hotel in Dubai, scraped from TripAdvisor. Known as the "7-star hotel," the Burj Al Arab is an iconic landmark renowned for its opulence and unparalleled luxury. Each review in this dataset includes:
Title
Text
Rating
Travel Date
Data Science Applications
The dataset is suitable for a variety of data science applications, including:
Sentiment Analysis: Identify the overall sentiment expressed in the reviews (positive, negative, or neutral) and gauge public opinion about this iconic hotel.
Topic Modeling: Discover the main topics or themes discussed in the reviews (e.g., service, amenities, dining, location) to understand guest experiences better.
Text Classification: Categorize reviews based on their content (e.g., complaints, compliments, suggestions) for efficient customer feedback analysis.
Trend Analysis: Analyze how guest satisfaction changes over time or identify trends in guest preferences to track the hotel's performance and reputation.
Recommender Systems: Develop a system to recommend similar hotels or destinations based on user preferences and reviews of the Burj Al Arab.
Column Descriptors
Title: A brief summary or key takeaway from the reviewer's experience.
Text: The full text of the review, providing detailed insights into the guest's stay.
Rating: A numerical rating assigned by the reviewer, typically on a scale of 1 to 5 stars, reflecting their overall satisfaction.
Travel Date: The month and year when the reviewer stayed at the hotel.
Ethically Mined Data
The data was collected ethically, adhering to the following principles:
Publicly Available Data: Only publicly accessible reviews were scraped from TripAdvisor using the official API provided by Apify.
Anonymized Data: No personally identifiable information, such as usernames or full names, was collected or included in the dataset.
Educational Purposes: The dataset is intended for educational and research purposes, enabling data science enthusiasts and students to explore real-world data and develop their analytical skills.
Credits
Data Source: TripAdvisor
Data Mining: Apify
Image Generation: Google Gemini