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Mathematical Patterns in Punk Rock Lyrics

NLP / Natural Language Processing

Tags and Keywords

Punk

Lyrics

Anarchy

Music

Statistics

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Mathematical Patterns in Punk Rock Lyrics Dataset on Opendatabay data marketplace

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About

Exploring the linguistic patterns of an inherently rebellious music genre, these records facilitate a statistical investigation into punk rock lyrics. By examining over 2,000 tracks, the collection aims to uncover whether music traditionally associated with anarchy follows hidden mathematical rules, regularities, or linguistic commonalities. It allows for the identification of popular phrases and recurring themes used by bands to influence or mirror one another, bridging the gap between artistic expression and data-driven analysis.

Columns

  • punk track id: A numerical identifier for each entry in the collection.
  • Song Name: The official title of the musical track.
  • Album Name: The title of the specific album where the song was originally published.
  • Group Name: The name of the band or musical group performing the track.
  • Lyrics: The complete text and word sequences of the song.

Distribution

The data is provided in a single tabular file named punk_rock_lyrics_data.csv with a size of 2.54 MB. It contains 2,471 records with a 100% validity rate, showing no mismatched or missing entries across its columns. The archive is a static release with no future updates anticipated and maintains a perfect usability score of 10.00.

Usage

This collection is ideal for natural language processing (NLP) tasks, such as sentiment analysis or theme extraction within subcultures. It is well-suited for researchers conducting statistical linguistics to find word frequency correlations across different bands and eras. Additionally, developers can use the records to build lyric recommendation engines or text-based classification models for music discovery platforms.

Coverage

The scope includes 2,470 punk rock tracks sourced from curated playlists and public lyrics archives. It covers a diverse range of 715 unique bands, including iconic groups like the Ramones. While the specific years are not indexed as a separate column, the collection spans numerous albums and song titles, providing a broad look at the genre's vocabulary.

License

CC0: Public Domain

Who Can Use It

Data scientists can leverage these lyrics to train machine learning models for genre classification and text generation. Music historians may utilise the records to document the evolution of anarchist themes and rebellious rhetoric in popular culture. Furthermore, students of statistics can use the high-integrity records to practice text mining and exploratory data analysis.

Dataset Name Suggestions

  • Punk Rock Lyrics: Statistical Anarchy Registry
  • 2470 Tracks of Punk Rock Linguistic Data
  • Mathematical Patterns in Punk Rock Lyrics
  • Anarchist Lexicon: A Music Mining Archive
  • Punk Rock Band and Lyric Vocabulary Collection

Attributes

Listing Stats

VIEWS

0

DOWNLOADS

0

LISTED

26/12/2025

REGION

GLOBAL

Universal Data Quality Score Logo UDQSQUALITY

5 / 5

VERSION

1.0

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Free

Download Dataset in CSV Format