Datasets:
id large_stringlengths 9 16 | name large_stringlengths 1 484 | discogs_artist_id large_stringlengths 1 8 | primary_genres large_stringclasses 639
values | labels large_stringlengths 1 160 | country large_stringclasses 235
values | active_since int64 0 2.03k ⌀ | track_count uint32 1 486k | source large_stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|
discogs:286537 | Red Temple Spirits | 286537 | Alternative Rock | LTM (4) | UK | 1,989 | 15 | discogs |
discogs:562371 | Subrok Mission | 562371 | Downtempo | Switchstance Recordings | Germany | 2,006 | 8 | discogs |
discogs:5253760 | GFE | 5253760 | House | Not On Label (GFE Self-released) | US | 2,013 | 2 | discogs |
discogs:712559 | You Can Drive I Must Drink | 712559 | Punk | Ziegenkopf Records | Germany | 2,004 | 3 | discogs |
discogs:14432651 | Alberto Balsalm (2) | 14432651 | Ambient | Gates Of Hypnos | Poland | 2,024 | 1 | discogs |
discogs:1282251 | Zappenduster | 1282251 | IDM | Mindwaves Music | Germany | 2,008 | 2 | discogs |
discogs:16815007 | Robert Friedman (6) | 16815007 | New Age | Brain Sync | US | 1,993 | 1 | discogs |
discogs:17187856 | Eurobeat Orchestra | 17187856 | New Beat | Manad Records | Scandinavia | 1,991 | 1 | discogs |
discogs:497494 | Steffy R. | 497494 | IDM | Wagram Music | France | 1,998 | 7 | discogs |
discogs:4552881 | Laredo (9) | 4552881 | Italo-Disco | Aicsound Corporation | Italy | null | 1 | discogs |
discogs:2061236 | Modern Hedonists | 2061236 | Electro | Vanina Hänin | Switzerland | null | 1 | discogs |
discogs:8053583 | Gabriel Guirao (2) | 8053583 | Electro | Angel Sound Studio | Spain | 2,020 | 1 | discogs |
discogs:8105720 | Truth Of U | 8105720 | Experimental | Mal d'oreille Records | Brazil | 2,020 | 1 | discogs |
discogs:862667 | Ракета | 862667 | Europop | Студия «Мастер» | Russia | 1,992 | 11 | discogs |
discogs:3895988 | Golden Age (7) | 3895988 | Euro-Disco | My Music | Poland | 2,007 | 3 | discogs |
discogs:5164808 | A-lone | 5164808 | Techno | Amalgm8 Musiq | Canada | 2,016 | 1 | discogs |
discogs:3035867 | Le Disco | 3035867 | Disco | Not On Label | UK | 2,011 | 2 | discogs |
discogs:7119853 | Aterrmata | 7119853 | Electro | Cumshot Records | Chile | 2,010 | 5 | discogs |
discogs:1979057 | Decibel (11) | 1979057 | Drum n Bass | Motion Sensor | UK | 2,009 | 4 | discogs |
discogs:12630500 | Alzetwaik | 12630500 | Dark Electro | Lonely In Records | Worldwide | 2,023 | 1 | discogs |
discogs:1782718 | Ranjit Mani | 1782718 | Tribal | Lola's World | Germany | 2,000 | 16 | discogs |
discogs:1987027 | Roberto Fiol | 1987027 | Ambient | Global Beats | UK | 2,006 | 1 | discogs |
discogs:1133872 | Megan (3) | 1133872 | Eurobeat | Avex Entertainment Inc. | Japan | 2,008 | 46 | discogs |
discogs:5470810 | DeepTouchSA | 5470810 | Deep House | Deep Elements Music Records | South Africa | 2,014 | 19 | discogs |
discogs:5085474 | Reinhold Pöhnl | 5085474 | Ambient | Rehegoo Music Group | UK & US | 2,018 | 8 | discogs |
discogs:590287 | Digital Drug | 590287 | Breakbeat | Loopaholics | Hungary | 2,000 | 2 | discogs |
discogs:305208 | Gumdrops | 305208 | Punk | Raygun Publishing Inc. | US | 1,996 | 1 | discogs |
discogs:927319 | Alien (10) | 927319 | Dub | FOKK Egyesület | Hungary | 2,006 | 1 | discogs |
discogs:1569420 | Kris-DRC | 1569420 | Progressive House | BDivision | Italy | 2,009 | 2 | discogs |
discogs:1921732 | Anne Barrett (2) | 1921732 | Euro House | Square Biz Records | UK & Europe | 2,002 | 1 | discogs |
discogs:15427881 | Jòia | 15427881 | Leftfield | Mujo Records, France | France | 2,024 | 1 | discogs |
discogs:305001 | Alex Barck | 305001 | Latin | EMT | Japan | 2,009 | 42 | discogs |
discogs:7683515 | Electric Embargo | 7683515 | Breakcore | We Are Techno | Netherlands | 2,020 | 2 | discogs |
discogs:11341163 | Phaedra (24) | 11341163 | New Wave | APM Records | Germany | 1,981 | 1 | discogs |
discogs:4651033 | Sweeney Straddles The Sun | 4651033 | Lo-Fi | Boffo Bear | UK | 2,016 | 3 | discogs |
discogs:5476721 | The Best Of | 5476721 | Tribal House | MK2 Music | Portugal | 2,004 | 1 | discogs |
discogs:436513 | Dextro (2) | 436513 | Abstract | Gasbook | Japan | 1,998 | 11 | discogs |
discogs:17115841 | Torro (9) | 17115841 | Progressive Trance | LW Recordings | UK | 2,018 | 1 | discogs |
discogs:9363838 | Roella Oloro | 9363838 | RnB/Swing | Scrapbook Mixtape | 2,021 | 2 | discogs | |
discogs:8157231 | ANGELVS | 8157231 | Experimental | Metasonar | China | 2,020 | 1 | discogs |
discogs:1907400 | Nosos | 1907400 | Industrial | Amex Nori | Argentina | 2,010 | 3 | discogs |
discogs:7710223 | Matt Daver | 7710223 | Trance | Progressive Vibes Music | Spain | 2,020 | 3 | discogs |
discogs:367017 | Jürgen Walter | 367017 | Synth-pop | Weltbild Music | Germany | 1,978 | 7 | discogs |
discogs:8166251 | Jean Kefta | 8166251 | Disco | Humus Per Tutti | France | 2,020 | 3 | discogs |
discogs:1514961 | Piromanos Del Ritmo | 1514961 | Punk | Aldi-Punk | Germany | null | 2 | discogs |
discogs:2196681 | Insight Mind | 2196681 | Drum n Bass | Influenza Minus | Belgium | 2,010 | 4 | discogs |
discogs:11377658 | Loretta Perry | 11377658 | Downtempo | Not On Label | UK | 2,022 | 1 | discogs |
discogs:4309399 | Горловский вася | 4309399 | Leftfield | Not On Label (Горловский вася Self-released) | 2,011 | 1 | discogs | |
discogs:1097382 | François de Malherbe | 1097382 | Poetry | Disques Adès | France | 1,990 | 1 | discogs |
discogs:1766214 | Arthur Kitchener | 1766214 | Punk | Not On Label | UK | 2,013 | 1 | discogs |
discogs:5867256 | Vertical Horizontal | 5867256 | Ambient | Vertical Horizontal | Japan | 2,014 | 2 | discogs |
discogs:101371 | Miki Kuwabara | 101371 | Leftfield | Fuzzy Box | US | 2,003 | 5 | discogs |
discogs:8104768 | Karbé Dinel | 8104768 | Drone | Matière Mémoire | Belgium | 2,020 | 3 | discogs |
discogs:14967032 | Aidan Bell (2) | 14967032 | Synthwave | Vision Spheres & Music Recordings | Austria | null | 1 | discogs |
discogs:5094706 | Веганский Понос | 5094706 | Breakcore | J.W.Records | Russia | 2,016 | 2 | discogs |
discogs:2175501 | Genevieve (3) | 2175501 | House | Spin Music | UK | 2,005 | 1 | discogs |
discogs:14541622 | Leandro Jaime | 14541622 | Progressive House | Transensations Records | Brazil | 2,023 | 3 | discogs |
discogs:2845457 | OZ Projekt | 2845457 | Pop Rock | Ethereal Sound Works | Portugal | 2,011 | 5 | discogs |
discogs:3032503 | Kingston Coalition | 3032503 | Electro | DM Records | US | 1,996 | 3 | discogs |
discogs:1681590 | Warsawpack | 1681590 | EBM | Hot Tub Records (2) | Canada | 2,001 | 1 | discogs |
discogs:289162 | William Onyeabor | 289162 | Afrobeat | Soundbox Dynamic Recordings | 1,978 | 69 | discogs | |
discogs:2110756 | Naju | 2110756 | IDM | Rus Zud | Russia | 2,011 | 5 | discogs |
discogs:7834929 | Dj Torpez | 7834929 | Italo House | Piemontegroove | Italy | 2,006 | 1 | discogs |
discogs:4982335 | Acid Eaters | 4982335 | Ambient | Synchronos Recordings | US | 2,020 | 1 | discogs |
discogs:303726 | Luca (6) | 303726 | IDM | Med School | UK | 2,008 | 31 | discogs |
discogs:4043541 | Putrid Servant | 4043541 | Black Metal | WFMU | US | 2,014 | 1 | discogs |
discogs:421810 | Le Lac | 421810 | Industrial | On A Faim ! | France | 1,986 | 2 | discogs |
discogs:2545786 | Inner Zone | 2545786 | House | Hypersoft | Germany | 2,024 | 1 | discogs |
discogs:3994672 | Cosa Magnetica | 3994672 | Goth Rock | Tyves' Black Christmas | Germany | 2,007 | 1 | discogs |
discogs:793577 | The Incredible Kraze | 793577 | House | West 2 Recordings | UK | 1,997 | 3 | discogs |
discogs:839997 | Brian DeGraw | 839997 | Field Recording | Gary Goes To Space | US | 2,010 | 6 | discogs |
discogs:2587 | KATO | 2587 | Ambient House | Universal Music South Africa | South Africa | 2,017 | 1 | discogs |
discogs:157045 | New Concept (2) | 157045 | House | ARS Productions | Austria | 1,992 | 45 | discogs |
discogs:1398791 | Mother May I (2) | 1398791 | Post-Punk | Not On Label | US | 1,983 | 2 | discogs |
discogs:3711451 | Moby Sik | 3711451 | Abstract | No Future Productions | US | 2,013 | 1 | discogs |
discogs:4754128 | Milomilo | 4754128 | Electro House | Durp Supera | Germany | 2,015 | 3 | discogs |
discogs:1982196 | The Peppermints (2) | 1982196 | Chanson | SR International | Germany | 1,983 | 3 | discogs |
discogs:4320665 | Traffic Jam (9) | 4320665 | Afrobeat | Réseau Printemps | France | 1,993 | 1 | discogs |
discogs:5557380 | Z Said | 5557380 | Acoustic | CheapBuy records | Singapore | 2,016 | 1 | discogs |
discogs:16736500 | 可燃物 | 16736500 | Pop Rock | 超DTM部 | 2,023 | 1 | discogs | |
discogs:1292611 | Ransës | 1292611 | Tribal | Intenso Recordings | Spain | 2,004 | 2 | discogs |
discogs:6464663 | John La Briola | 6464663 | Alternative Rock | Stilletid | Denmark | 2,018 | 1 | discogs |
discogs:11328884 | Orcus (16) | 11328884 | Techno | Industrial Techno United | Italy | 2,020 | 3 | discogs |
discogs:11973314 | Vanessa (133) | 11973314 | House | Permanent Vacation | Germany | 2,022 | 1 | discogs |
discogs:12844196 | Entopy | 12844196 | Drum n Bass | Co-Lab Recordings | UK | 2,023 | 1 | discogs |
discogs:1677122 | Lysergzwerg | 1677122 | Chiptune | Not On Label | Germany | 2,009 | 2 | discogs |
discogs:12388153 | Kro (12) | 12388153 | Noise | Not On Label | France | 2,022 | 1 | discogs |
discogs:4392209 | Lanx (2) | 4392209 | Progressive Trance | Pulsar Recordings (2) | Serbia | 2,015 | 4 | discogs |
discogs:7066482 | Maria (170) | 7066482 | Hip Hop | Monster Jinx | Portugal | 2,018 | 8 | discogs |
discogs:13205898 | Pleasuredome FM | 13205898 | EBM | Italo Moderni | Spain | 2,023 | 1 | discogs |
discogs:601078 | Jeffrey Greene | 601078 | Electro House | Sinfonylife Records | Italy | 2,014 | 1 | discogs |
discogs:7341041 | Miller Blue | 7341041 | Jazz-Funk | Origami Productions | Japan | 2,019 | 6 | discogs |
discogs:11569985 | Nay (10) | 11569985 | Hardcore | Dirty Rave | France | 2,022 | 6 | discogs |
discogs:1035391 | Cicadas | 1035391 | Indie Rock | Clickpop Records | US | 2,008 | 1 | discogs |
discogs:5538049 | The Collins Pickell Project | 5538049 | Eurodance | Popular Records | Canada | 1,998 | 4 | discogs |
discogs:242243 | Chris Zanf | 242243 | IDM | Electronical | UK | 2,002 | 4 | discogs |
discogs:3278208 | Electric Bat Cave | 3278208 | Pop Rock | Danse Macabre | Germany | 2,011 | 1 | discogs |
discogs:893545 | Grahame Skinner | 893545 | Easy Listening | Marina Records | Europe | 2,004 | 2 | discogs |
discogs:1064281 | Baltic Fleet | 1064281 | Alternative Rock | Blow Up Records | UK | 2,008 | 29 | discogs |
discogs:9990154 | нат.аша | 9990154 | Darkwave | Choléra Cosmique | France | 2,021 | 5 | discogs |
End of preview. Expand in Data Studio
Electronic Music Knowledge
The largest open electronic music metadata dataset. 18.3M tracks, 1.4M artists, 353K labels, 832 genres with evolution graph.
Built for DJ Treta — an autonomous AI DJ — but useful for any music AI research.
Dataset Summary
| Config | Rows | Description |
|---|---|---|
tracks |
18,315,675 | Electronic music tracks with title, artist, genre/style, label, year, country |
artists |
1,424,582 | Artists with primary genres, labels, country, active years, track count |
labels |
352,984 | Record labels with genres, country, founding year |
genres |
832 | Electronic genre taxonomy from Ishkur's Guide + Discogs (166 with BPM ranges) |
genre_graph |
352 | Genre evolution relationships with time ranges |
Quick Start
from datasets import load_dataset
# Load tracks (default config)
tracks = load_dataset("NaturNestAI/electronic-music-knowledge", "tracks", split="train")
# Load other configs
artists = load_dataset("NaturNestAI/electronic-music-knowledge", "artists", split="train")
genres = load_dataset("NaturNestAI/electronic-music-knowledge", "genres", split="train")
labels = load_dataset("NaturNestAI/electronic-music-knowledge", "labels", split="train")
graph = load_dataset("NaturNestAI/electronic-music-knowledge", "genre_graph", split="train")
Examples
Find melodic techno tracks
tracks = load_dataset("NaturNestAI/electronic-music-knowledge", "tracks", split="train")
melodic = tracks.filter(lambda x: x["subgenre"] == "Melodic House & Techno")
print(f"{len(melodic)} melodic techno tracks")
Find artists on a label
artists = load_dataset("NaturNestAI/electronic-music-knowledge", "artists", split="train")
drumcode = artists.filter(lambda x: x["labels"] and "Drumcode" in str(x["labels"]))
Genre evolution graph
graph = load_dataset("NaturNestAI/electronic-music-knowledge", "genre_graph", split="train")
# What influenced a genre?
influences = graph.filter(lambda x: x["target_genre"] == "melodictechno")
Schema
tracks
| Column | Type | Description |
|---|---|---|
id |
string | Unique track identifier |
title |
string | Track/release title |
artist_name |
string | Artist name |
discogs_artist_id |
string | Discogs artist ID |
discogs_release_id |
string | Discogs release ID |
subgenre |
string | Primary Discogs style (e.g., "Melodic House & Techno") |
styles_json |
string | JSON array of all Discogs styles |
label |
string | Record label name |
country |
string | Release country |
year |
int | Release year |
search_query |
string | Pre-computed "Artist - Title" for YouTube/music search |
source |
string | Data source ("discogs" or "ishkur") |
artists
| Column | Type | Description |
|---|---|---|
id |
string | "discogs:{artist_id}" |
name |
string | Artist name |
primary_genres |
string | Primary genre/style |
labels |
string | Known label |
country |
string | Country of origin |
active_since |
int | Year of earliest release |
track_count |
int | Number of tracks in dataset |
genres (Ishkur subset has BPM ranges)
| Column | Type | Description |
|---|---|---|
id |
string | Genre slug |
name |
string | Genre name |
scene |
string | Ishkur scene grouping (House, Techno, Trance, etc.) |
bpm_low / bpm_high |
int | Typical BPM range |
energy_typical |
int | Typical energy level (1-10) |
aliases |
string | Alternative genre names |
labels
| Column | Type | Description |
|---|---|---|
id |
string | "discogs:{label_id}" |
name |
string | Label name |
primary_genres |
string | Primary genre |
country |
string | Country |
founded_year |
int | Year of earliest release |
genre_graph
| Column | Type | Description |
|---|---|---|
source_genre |
string | Genre that influenced |
target_genre |
string | Genre that was influenced |
start_year / end_year |
int | Time range of influence |
Data Sources
| Source | License | Contribution |
|---|---|---|
| Discogs Data Dump (April 2026) | CC0 1.0 | 4.9M electronic releases, 1.4M artists, 353K labels, 666 styles |
| Ishkur's Guide to Electronic Music v3 | Open | 166 genre taxonomy with BPM ranges, 11K tracks, evolution graph |
Planned Enrichment (v2)
- BPM and musical key from AcousticBrainz (29.5M tracks, CC0)
- Artist similarity graph
- MusicBrainz cross-reference IDs
- DJ set transition data
Pipeline
Built with VeltriaAI/music-intelligence — extensible source adapter architecture. Add new data sources by dropping a Python file.
Citation
@dataset{electronic_music_knowledge_2026,
title={Electronic Music Knowledge},
author={NaturNest AI},
year={2026},
url={https://huggingface.co/datasets/NaturNestAI/electronic-music-knowledge},
license={CC0-1.0}
}
License
CC0 1.0 Universal — No Rights Reserved.
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