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Spotle AI-thon 2020
Team
Ankur Chatterjee
Team Members:
- Ankur Chatterjee
- Gaurav Rai
Problem Statement
● Detailed exploratory analysis of twitter dataset for sentiment
classification
○ Process tweets
○ Feature extraction
○ Record findings
Solution and Findings
● Approach
○ Feature extraction using - Word2Vec
○ Additional Feature engineering - Bag-of-Words
○ Unsupervised Machine Learning - K-means clustering
Results
Fig 1: Overall emotion distribution
Fig 2 : Distribution of number of tweet contribution from each country
Fig 3 : Most relevant emotions across the world
Fig 4: Emotion categories in India
Conclusion
Future Work:
● Additional classes.
● Parsing regional languages.
● Semi-supervised approach.
● Parsing the “Locations” column.
THANK YOU

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