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A CLUSTERING ANALYSIS OF
TWEET LENGTH AND ITS
RELATION TO SENTIMENT
Research Project
Matthew Mayo
School of Computer Science
Columbus State University
Columbus, GA 31907
CPSC 6185 Intelligent Agents
Dr. Rania Hodhod
Twitter
• Popular microblogging web service
• 140 character per message (tweet) limit
• Started in 2006, over 645 million users today*
• 58 million tweets per day*
• 9,000 tweets per minute*
* Source: www.statisticbrain.com/twitter-statistics
Sentiment Analysis
• Identifying, extracting & processing subjective
information from source material
• Subjective information includes attitudes, emotions
& opinions
• Appropriate for binary classification (positive vs.
negative, good vs. bad, etc.)
• Useful for movie reviews, political election opinions,
etc.
Project Aim
Interested in exploring the relationship between:
• Length of tweet (number of characters)
AND
• Sentiment score of tweet
Problem Description
The research project tasks:
1. Capture Twitter data
2. Build custom sentiment dictionary
3. Process tweets
4. Create dataset
5. Cluster tweet data

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A Clustering Analysis of Tweet Length and its Relation to Sentiment

  • 1. A CLUSTERING ANALYSIS OF TWEET LENGTH AND ITS RELATION TO SENTIMENT
  • 2. Research Project Matthew Mayo School of Computer Science Columbus State University Columbus, GA 31907 CPSC 6185 Intelligent Agents Dr. Rania Hodhod
  • 3. Twitter • Popular microblogging web service • 140 character per message (tweet) limit • Started in 2006, over 645 million users today* • 58 million tweets per day* • 9,000 tweets per minute* * Source: www.statisticbrain.com/twitter-statistics
  • 4. Sentiment Analysis • Identifying, extracting & processing subjective information from source material • Subjective information includes attitudes, emotions & opinions • Appropriate for binary classification (positive vs. negative, good vs. bad, etc.) • Useful for movie reviews, political election opinions, etc.
  • 5. Project Aim Interested in exploring the relationship between: • Length of tweet (number of characters) AND • Sentiment score of tweet
  • 6. Problem Description The research project tasks: 1. Capture Twitter data 2. Build custom sentiment dictionary 3. Process tweets 4. Create dataset 5. Cluster tweet data