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Eminem Career Discography Dataset
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About
Detailed insights into the discography of Eminem, one of hip-hop's most iconic artists, are featured in this collection of data. Scraped directly from Spotify, the data spans his career, covering the audio characteristics of his most-streamed tracks and albums. It provides data-driven insights perfect for analysing Eminem's musical style, exploring the qualities of popular versus lesser-known tracks, or using the data for machine learning models to predict a song's success.
Columns
- artist_name: The name of the artist, which is consistently 'Eminem'.
- track_name: The title of the individual song.
- album_name: The name of the album on which the track appears.
- release_date: The date when the track was released.
- popularity: A numerical score indicating the track's popularity.
- explicit: A boolean value indicating if the track has explicit lyrics (true/false).
- danceability: A score indicating how suitable a track is for dancing.
- energy: A perceptual measure of intensity and activity in the track.
- key: The estimated key of the track (e.g., C#/Db).
- loudness: The overall loudness of a track in decibels (dB).
- mode: Indicates the modality (Major or Minor) of a track.
- speechiness: Detects the presence of spoken words in a track.
- acousticness: A measure of whether the track is acoustic.
- instrumentalness: Predicts whether a track contains no vocals.
- liveness: Detects the presence of an audience in the recording.
- valence: A measure describing the musical positiveness conveyed by a track.
- tempo: The overall estimated tempo of a track in beats per minute (BPM).
- time_signature: An estimated time signature of a track.
- featured_artists: Lists any artists featured on the track.
- type: The type of release (e.g., Studio Album, Deluxe Album).
- duration: The duration of the track.
- year: The year the track was released.
- month: The month the track was released.
- day_of_the_week: The day of the week the track was released.
Distribution
The data is provided in a single CSV file named
Eminem Dataset 1.1.csv with a size of 96.53 kB. It is structured with 536 records across 24 columns.Usage
- Music Analysis: Analyse how audio features like tempo, energy, and danceability vary across Eminem’s albums and correlate with popularity.
- Comparative Analysis: Compare Eminem’s musical style to other artists or genres by using similar datasets.
- Predictive Modelling: Use the audio features to train a model that predicts a track's popularity based on its characteristics.
- Time-Series Analysis: Track the evolution of Eminem’s musical style over time by analysing changes in audio features across his discography.
Coverage
This dataset covers Eminem's discography with release dates spanning from 12 November 1996 to 13 September 2024. It includes tracks from 52 unique albums. Geographically and demographically, the data is based on Spotify's global platform and is not limited to a specific region.
License
CC0: Public Domain
Who Can Use It
- Data Scientists: For building predictive models on song popularity or for time-series analysis of musical trends.
- Music Analysts: To conduct in-depth studies on the evolution of Eminem's musical style and lyrical content.
- Music Enthusiasts: To explore the data-driven characteristics of their favourite artist's tracks and albums.
- Researchers: For comparative studies between artists or analysis within the hip-hop genre.
Dataset Name Suggestions
- Eminem's Spotify Discography: Audio Features & Popularity
- Eminem Track-Level Audio Analysis
- Spotify Audio Features for Eminem's Music
- Eminem Career Discography Dataset
- Hip-Hop Audio Analytics: Eminem
Attributes
Original Data Source: Eminem Career Discography Dataset
QUALITY