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Data Exploration

Deep dive into the Spotify ecosystem. Analysis based on a cleaned dataset of 256M+ tracks.

Total Tracks
256M
256,039,007 unique entries
Total Artists
15M
15,430,442 creators
Total Albums
59M
58,590,982 collections

Top 10 Most Popular Tracks

RankTrackArtistsPopularity
1Die With A SmileLady Gaga, Bruno Mars
100
2DtMFBad Bunny
98
3BIRDS OF A FEATHERBillie Eilish
98
4That’s So TrueGracie Abrams
96
5Not Like UsKendrick Lamar
96
6BAILE INoLVIDABLEBad Bunny
96
7APT.ROSÉ, Bruno Mars
95
8WILDFLOWERBillie Eilish
95
9All The Stars (with SZA)SZA, Kendrick Lamar
95
10Sailor SongGigi Perez
95

Song Duration Trend (2000-2024)

Average track length peaked around 2010 and has sharply declined since.

Explicit Content Trend (2000-2024)

The proportion of explicit tracks has grown exponentially in the streaming era.

Genre Hierarchy (Artists > 500)

A compact view of the genre landscape (filtered to genres with at least 500 artists). Smaller slices are grouped as “Others”.

Mode Distribution by Musical Key

Spotify audio features include musical key (C–B) and mode (major/minor). This chart shows the percentage of songs in each key split by mode.