Dataset Description
Dataset Overview
The "Harvard University Ratings and Reviews" dataset presents a rich compilation of experiences from one of the most esteemed institutions globally. It uniquely encompasses a broad spectrum of perspectives, including in-depth academic evaluations and impressions from travelers intrigued by Harvard's historical and architectural significance. This dataset serves as a bridge, connecting the academic excellence of Harvard with the experiences of visitors who come to admire its iconic campus.
Data Science Applications
- Sentiment Analysis: Understand the emotional tone behind the textual reviews, distinguishing between academic and traveler feedback.
- Trend Analysis: Examine how perceptions of Harvard evolve over time, correlating them with significant events or changes within the university.
- Text Mining and NLP: Utilize the rich review texts for topic modeling, keyword extraction, and building sentiment classifiers.
- Comparative Analysis: Investigate differences in experiences based on the review platform (Mobile vs. Desktop) and the nature of the visit (academic vs. tourism).
Column Descriptors
- published_date: Timestamp of when the review was posted, providing insight into temporal trends.
- published_platform: The platform (Mobile/Desktop) used to publish the review, indicating user engagement preferences.
- rating: Numerical rating given by the reviewer, reflecting their level of satisfaction.
- type: Type of submission, with a focus on reviews in this dataset.
- helpful_votes: Number of times a review was marked as helpful, suggesting its impact and relevance.
- title: Brief headline of the review, encapsulating the main sentiment.
- text: Detailed narrative of the reviewer's experience and feedback.
Ethically Mined Data
This dataset has been ethically curated, with careful consideration to exclude any personal identifiers. By focusing purely on the content of the reviews, it respects privacy while still offering valuable insights.
Acknowledgments
We extend our gratitude to TripAdvisor for providing a platform that captures such a diverse range of experiences and to Harvard University for being the subject of this intriguing dataset. Their contributions enrich our understanding of academic and visitor perceptions alike.
Image Acknowledgment
The dataset's thumbnail, featuring an iconic view of Harvard University, has been sourced from AdmissionSight. This image captures the essence of Harvard's sprawling campus, inviting further exploration through the reviews within this dataset.