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Drake's Song Lyrics Collection Dataset
Art & Digital Creations
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Free
About
The Drake Lyrics Dataset is a distinctive collection of song lyrics and associated metadata from the acclaimed artist, Drake. This dataset was initially compiled from Genius.com as a fundamental component of a larger data science initiative titled "Ye-Spirations". The overarching goal of "Ye-Spirations" is to serve as a motivational poster generator utilising hip-hop lyrics. Expanding upon an initial prototype that featured Kanye West's lyrics, this dataset is purposed for use in similar projects or for future reference, making it an invaluable resource for individuals engaged in Natural Language Processing (NLP) projects, text analysis, or creative applications involving music and popular culture.
Columns
The dataset is structured across three distinct files, with the
.json and .csv formats sharing identical column structures:- lyrics: Contains the actual lyrical content of the songs.
- song title: The specific title of each song.
- album title: The title of the album to which each song belongs.
- url: The direct URL linking to the song's page on Genius.com.
- view count: Records the view count for each song at the point of data collection.
The
.txtfile exclusively contains only the lyrical content.
Distribution
This dataset comprises 3 files: a
.txt file (lyrics only), a .json file, and a .csv file, with the latter two containing comprehensive details including lyrics, song title, album title, URL, and view count. The data quality is rated exceptionally high at 5 out of 5. The dataset's current iteration is Version 1.0. While specific numbers for rows or records are not explicitly provided in the sources, the dataset's structured format ensures compatibility with various data analysis tools.Usage
This dataset is ideally suited for a diverse array of applications and use cases:
- Building machine learning models focused on Natural Language Processing (NLP) for in-depth text analysis of song lyrics.
- Developing creative applications, such as the aforementioned motivational poster generator using hip-hop lyrics.
- Exploring intricate patterns and insights within the realm of music lyrics and broader popular culture.
- Practising and refining data extraction and processing techniques from web-based sources like Genius.com.
- Supporting general data science projects that involve the analysis of textual data.
Coverage
This dataset's primary focus is exclusively on Drake's song lyrics and pertinent associated information. The data was meticulously gathered from Genius.com, recognised as a leading source for lyrics and annotations. Geographically, the dataset offers GLOBAL coverage, indicating its relevance transcends specific regional boundaries. A precise time range for the lyrics or view counts is not detailed beyond "at this time," suggesting the view counts represent a snapshot from the point of data collection.
License
This is identified as a Free Dataset and is available through the Opendatabay platform's "FREE DATASET LIBRARY". A specific license URL is not detailed within the provided source material for this dataset.
Who Can Use It
This dataset serves as a valuable resource for a broad spectrum of users:
- Data Scientists and NLP Practitioners: Ideal for developing, training, and testing advanced text analysis models and algorithms.
- Music Enthusiasts and Researchers: Those with an keen interest in the lyrical content, evolution, and patterns embedded within popular music.
- Students and Developers: Seeking a practical and engaging dataset to build and hone personal projects, such as text generators or analytical tools.
- Creative Coders: For applications that involve the generation of new content derived from existing text corpuses.
Dataset Name Suggestions
- Drake Lyrics Dataset
- Drake's Song Lyrics Collection
- Hip Hop Lyrics by Drake
- Genius.com Drake Lyrics Data
- Drake's Lyrical Archive
Attributes
Original Data Source: Drake Lyrics
QUALITY