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Introduction:
Social media has become an integral part of our daily lives, with millions of users sharing their thoughts, opinions and emotions on various platforms. Sentiment analysis, also known as opinion mining, is a process of analyzing and determining the sentiment expressed in these social media data. It involves identifying and categorizing opinions as positive, negative or neutral to understand the overall sentiment of the users.
Table of Contents:
Chapter 1: Introduction
1.1 Background of the study
1.2 Research objectives
1.3 Limitations of the study
1.4 Scope of the study
Chapter 2: Literature Review
2.1 Overview of social media data
2.2 Importance of sentiment analysis
2.3 Techniques and tools for sentiment analysis
2.4 Previous studies on sentiment analysis in social media
Chapter 3: Research Methodology
3.1 Data collection
3.2 Data preprocessing
3.3 Sentiment analysis techniques
3.4 Evaluation metrics
Chapter 4: Discussion of Findings
4.1 Analysis of sentiment in social media data
4.2 Comparison of different sentiment analysis techniques
4.3 Factors influencing sentiment in social media
Chapter 5: Conclusion and Summary
5.1 Summary of findings
5.2 Implications of the study
5.3 Future research directions
Thesis Overview:
Sentiment analysis of social media data is a crucial research topic that aims to uncover the sentiment expressed by users on various social media platforms. This thesis explores the different techniques and tools used for sentiment analysis, as well as the challenges and limitations faced in analyzing social media data. The research methodology includes data collection, preprocessing, sentiment analysis techniques, and evaluation metrics to determine the overall sentiment of the data. The findings of this study will provide valuable insights into understanding user sentiments on social media, and the implications of the study will help in improving sentiment analysis techniques in the future.
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