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docs/projects/project_ideas/current-ideas.md

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### 27. Hsin-Yu Chen {#student-27}
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### 27. Emily (Hsin-Yu) Chen {#student-27}
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I would like to analyze emotional tone and sentiment across music genres using NLP applied to the song lyrics. It will collect lyrics from multiple genres such as pop, hip-hop, and R&B, and use tokenization, sentiment analysis, and lexical emotion dictionaries to classify words as positive, negative, or emotion-specific (e.g., happiness, sadness, anger, or confidence). The goal is to examine whether certain genres consistently express distinct emotional profiles, such as hip-hop may show stronger expressions of anger or confidence, while R&B may emphasize themes of heartbreak or vulnerability. By comparing sentiment patterns across genres, I would like to explore how musical genres are reflected through emotional language, and whether genre labels align with the emotional content of lyrics.
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**Students in this group:**
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- [18. Charles Cook](#student-18)
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- [27. Hsin-Yu Chen](#student-27)
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- [27. Emily (Hsin-Yu) Chen](#student-27)
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- [31. Carl Yu](#student-31)
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- [44. Brady Westergren](#student-44)
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- [50. Zhang Jinghao](#student-50)

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