Spotify Music Dataset
Popular and Not so popular songs
@kaggle.solomonameh_spotify_music_dataset
About this Dataset
Spotify Music Dataset
The dataset is collated from Spotify's API using two separate python scripts to extract popular and non-popular songs and their associated audio and descriptive features. Descriptive features of a song include information about the song such as the artist name, album name and release date. Audio features include key, valence , danceability and energy which are results of spotify's audio analysis. The combined features used in the experimentation phase of this project include:
Audio Features
| Feature | Description |
|---|---|
| Energy | A measure of intensity and activity. Typically, energetic tracks feel fast, loud, and noisy. |
| Tempo | The speed of a track, measured in beats per minute (BPM). |
| Danceability | A score describing how suitable a track is for dancing based on tempo, rhythm stability, beat strength and overall regularity. |
| Loudness | The overall loudness of a track in decibels (dB). Higher values indicate louder tracks overall. |
| Liveness | The likelihood of a track being performed live. Higher values suggest more audience presence. |
| Valence | The overall musical positiveness(emotion) of a track. High valence sounds happy; low valence sounds sad or angry. |
| Speechiness | Measures the presence of spoken words. |
| Instrumentalness | The likelihood a track contains no vocals. Values closer to 1.0 suggest solely instrumental tracks. |
| Mode | Indicates the modality of the track. |
| Key | The musical key, represented as an integer from 0 to 11, mapping to standard Pitch class notation. |
| Duration_ms | The length of the track in milliseconds. |
| Acousticness | A confidence measure of whether a track is acoustic(1) or not(0). |
Descriptive Features
| Feature | Description |
|---|---|
| Track Name | The name of the track. |
| Track Artist | The artist(s) performing the track. |
| Track Album Name | The album in which the track is featured. |
| Track Album Release Date | The release date of the album containing the track. |
| Track ID | A unique identifier assigned to the track by Spotify. |
| Track Album ID | A unique identifier for the album. |
| Playlist Name | The name of the playlist where the track is included. |
| Playlist Genre | The main genre associated with the playlist (e.g., pop, rock, classical). |
| Playlist Subgenre | A more specific subgenre tied to the playlist (e.g., indie pop, punk rock). |
| Playlist ID | A unique identifier for the playlist. |
| Track Popularity | A score (0–100) which is calculated based on total number of streams in relation to other songs. |