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This project analyzes tweets to explore sentiment, resolution popularity, and trends based on user activity, geography, and demographics.
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The insights provide a deeper understanding of user preferences, engagement patterns, and regional variations in New Year's resolutions.
I used the New Year's Resolutions Dataset from Kaggle, featuring:
(https://www.kaggle.com/datasets/andrewmvd/new-years-resolutions/data)
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5,002 tweets about New Year's resolutions.
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Rich insights to help uncover trends and improve goal-setting success.
- Sentiment Analysis: Understand emotional responses to resolutions.
- Geographic Insights: Visualize resolution popularity and activity by state and region.
- Temporal Patterns: Explore trends in tweet activity over time.
- Engagement Metrics: Identify the most retweeted resolutions to assess user interest and virality.
- Textual Analysis: Perform topic modeling and clustering for thematic exploration.