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Music is a powerful language to express our feelings and in many cases is used as a therapy to deal with tough moments in our lives or as a tool to celebrate the joyous moments. The different sounds, rhythms, and effects used in music are capable to modify our emotions for a moment, but there’s a component that sometimes goes unnoticed when we a…

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AmishaMurarka/Sentiment-Analysis-of-Song-Lyrics

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Sentiment-Analysis-of-Song-Lyrics

Problem Statement

Music is a powerful language to express our feelings and in many cases is used as a therapy to deal with tough moments in our lives or as a tool to celebrate the joyous moments. The different sounds, rhythms, and effects used in music are capable to modify our emotions for a moment, but there’s a component that sometimes goes unnoticed when we are listening to music; The Lyrics of the songs. Lyrics are powerful texts that share the ideas that came from the mind of the author when the song was been created.

Objective

  • Scraping the lyrics of Top 100 songs on Billboard Charts for past 10 years
  • Cleaning and preprocessing the scraped data
  • Using word clouds to analyse popular words
  • Performing year wise analysis on the data
  • Performing VADER Sentiment Analysis

Scope

The language of the songs is limited to English

Data

  • Original Data- 1100 rows and 7 columns
  • Cleaned Data- 907 rows and 7 columns

About

Music is a powerful language to express our feelings and in many cases is used as a therapy to deal with tough moments in our lives or as a tool to celebrate the joyous moments. The different sounds, rhythms, and effects used in music are capable to modify our emotions for a moment, but there’s a component that sometimes goes unnoticed when we a…

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