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bts_song_lyrics_analysis's Introduction

BTS Lyrics Analysis

Keyword Extraction

Goal: a method for English-speakers to learn vocabulary of a foreign language is to listen to content in that language and have a short list of keywords that you listen for

Using keyword extraction method RAKE and English-translated song lyrics, I extracted some keywords for each BTS song. A future improvement would be to do the extraction on the original Korean lyrics to ensure the correct Hangul vocabulary is used.

Files

GeniusLyrics_Get English Translation Lyrics.ipynb

  • gets the English Translated lyrics of BTS songs using the Genius API
  • outputs a uncleaned dataframe of songs with lyrics and metadata This is an image of some BTS song titles

BTS keyword extraction.ipynb

  • cleans the dataset and gets it ready for keyword extraction analysis
  • RAKE method for keyword extraction
  • outputs table of top English keywords per song

Keywords from song DNA This is an image of keywords from song DNA

From album BTS - MAP OF THE SOUL This is an image of keywords from albums Map of the Soul

From album BTS - Love Yourself 轉 ‘Tear’ This is an image of keywords from album Love Yourself: Tear

Resources

How to Get started with Genius API: https://towardsdatascience.com/song-lyrics-genius-api-dcc2819c29

Genius API documentation: https://docs.genius.com/#referents-h2

Official lyricsgenius documentation: https://lyricsgenius.readthedocs.io/en/master/index.html

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