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This repository was created for my Data Science Project (New Year's Resolutions Project - Twitter Resolution Analysis).

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🕊️ Twitter Resolution Analysis

  • This project analyzes tweets to explore sentiment, resolution popularity, and trends based on user activity, geography, and demographics.

  • The insights provide a deeper understanding of user preferences, engagement patterns, and regional variations in New Year's resolutions.

🖥️ Dataset Information

I used the New Year's Resolutions Dataset from Kaggle, featuring:

(https://www.kaggle.com/datasets/andrewmvd/new-years-resolutions/data)

  • 5,002 tweets about New Year's resolutions.

  • Rich insights to help uncover trends and improve goal-setting success.

🎯 Key Features

  • 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.

🌎 Geographic Insights

Tweet Activity Map

Resolution Heatmap

About

This repository was created for my Data Science Project (New Year's Resolutions Project - Twitter Resolution Analysis).

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