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Experiences with the Twitter Health Surveillance (THS) System
1Department of Computer Science and Engineering, University of Puerto Rico, Mayagüez.
Summary
This study introduces the Twitter Health Surveillance (THS) framework for analyzing social media data. THS simplifies processing large volumes of tweets using the Apache Hadoop Ecosystem, aiding public opinion analysis.
Area of Science:
- Computer Science
- Data Science
- Public Health Informatics
Background:
- Social media platforms are crucial for understanding public opinion on various topics.
- Analyzing the high volume and velocity of social media data presents significant big data challenges.
- Existing solutions often involve complex, difficult-to-maintain collections of disparate software tools.
Purpose of the Study:
- To present the Twitter Health Surveillance (THS) application framework.
- To provide a platform for monitoring and processing social media streams, specifically tweets.
- To enable end-users to combine built-in functionalities with custom processing logic.
Main Methods:
- Implementation of the THS framework utilizing the Apache Hadoop Ecosystem.
- Development of a system to capture and analyze a continuous stream of tweets.
- Integration of built-in processing capabilities with user-defined functions for flexible analysis.
Main Results:
- Successful development of the Twitter Health Surveillance (THS) prototype.
- Demonstration of THS's capability to handle and process tweet streams effectively.
- Identification of practical challenges and lessons learned during the development process.
Conclusions:
- The THS framework offers a robust solution for social media surveillance and public opinion analysis.
- Leveraging the Apache Hadoop Ecosystem provides a scalable foundation for big data processing.
- The developed framework simplifies the creation and maintenance of social media analytics applications.
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