Create README.md

README.md

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+---
+license: cc
+size_categories:
+- 100K<n<1M
+task_categories:
+- audio-to-audio
+- audio-classification
+pretty_name: Free Music Archive - Full
+dataset_info:
+- config_name: commercial
+  features:
+  - name: audio
+    dtype: audio
+  - name: title
+    dtype: string
+  - name: url
+    dtype: string
+  - name: artist
+    dtype: string
+  - name: composer
+    dtype: string
+  - name: lyricist
+    dtype: string
+  - name: publisher
+    dtype: string
+  - name: genres
+    sequence:
+      class_label:
+        names:
+          '0': 20th Century Classical
+          '1': Abstract Hip-Hop
+          '2': African
+          '3': Afrobeat
+          '4': Alternative Hip-Hop
+          '5': Ambient
+          '6': Ambient Electronic
+          '7': Americana
+          '8': Asia-Far East
+          '9': Audio Collage
+          '10': Avant-Garde
+          '11': Balkan
+          '12': Banter
+          '13': Be-Bop
+          '14': Big Band/Swing
+          '15': Bigbeat
+          '16': Black-Metal
+          '17': Bluegrass
+          '18': Blues
+          '19': Bollywood
+          '20': Brazilian
+          '21': Breakbeat
+          '22': Breakcore - Hard
+          '23': British Folk
+          '24': Celtic
+          '25': Chamber Music
+          '26': Chill-out
+          '27': Chip Music
+          '28': Chiptune
+          '29': Choral Music
+          '30': Christmas
+          '31': Classical
+          '32': Comedy
+          '33': Compilation
+          '34': Composed Music
+          '35': Contemporary Classical
+          '36': Country
+          '37': Country & Western
+          '38': Cumbia
+          '39': Dance
+          '40': Death-Metal
+          '41': Deep Funk
+          '42': Disco
+          '43': Downtempo
+          '44': Drone
+          '45': Drum & Bass
+          '46': Dubstep
+          '47': Easy Listening
+          '48': 'Easy Listening: Vocal'
+          '49': Electro-Punk
+          '50': Electroacoustic
+          '51': Electronic
+          '52': Europe
+          '53': Experimental
+          '54': Experimental Pop
+          '55': Fado
+          '56': Field Recordings
+          '57': Flamenco
+          '58': Folk
+          '59': Freak-Folk
+          '60': Free-Folk
+          '61': Free-Jazz
+          '62': French
+          '63': Funk
+          '64': Garage
+          '65': Glitch
+          '66': Gospel
+          '67': Goth
+          '68': Grindcore
+          '69': Hardcore
+          '70': Hip-Hop
+          '71': Hip-Hop Beats
+          '72': Holiday
+          '73': House
+          '74': IDM
+          '75': Improv
+          '76': Indian
+          '77': Indie-Rock
+          '78': Industrial
+          '79': Instrumental
+          '80': International
+          '81': Interview
+          '82': Jazz
+          '83': 'Jazz: Out'
+          '84': 'Jazz: Vocal'
+          '85': Jungle
+          '86': Kid-Friendly
+          '87': Klezmer
+          '88': Krautrock
+          '89': Latin
+          '90': Latin America
+          '91': Lo-Fi
+          '92': Loud-Rock
+          '93': Lounge
+          '94': Metal
+          '95': Middle East
+          '96': Minimal Electronic
+          '97': Minimalism
+          '98': Modern Jazz
+          '99': Musical Theater
+          '100': Musique Concrete
+          '101': N. Indian Traditional
+          '102': Nerdcore
+          '103': New Age
+          '104': New Wave
+          '105': No Wave
+          '106': Noise
+          '107': Noise-Rock
+          '108': North African
+          '109': Novelty
+          '110': Nu-Jazz
+          '111': Old-Time / Historic
+          '112': Opera
+          '113': Pacific
+          '114': Poetry
+          '115': Polka
+          '116': Pop
+          '117': Post-Punk
+          '118': Post-Rock
+          '119': Power-Pop
+          '120': Progressive
+          '121': Psych-Folk
+          '122': Psych-Rock
+          '123': Punk
+          '124': Radio
+          '125': Radio Art
+          '126': Radio Theater
+          '127': Rap
+          '128': Reggae - Dancehall
+          '129': Reggae - Dub
+          '130': Rock
+          '131': Rock Opera
+          '132': Rockabilly
+          '133': Romany (Gypsy)
+          '134': Salsa
+          '135': Shoegaze
+          '136': Singer-Songwriter
+          '137': Skweee
+          '138': Sludge
+          '139': Soul-RnB
+          '140': Sound Art
+          '141': Sound Collage
+          '142': Sound Effects
+          '143': Sound Poetry
+          '144': Soundtrack
+          '145': South Indian Traditional
+          '146': Space-Rock
+          '147': Spanish
+          '148': Spoken
+          '149': Spoken Weird
+          '150': Spoken Word
+          '151': Surf
+          '152': Symphony
+          '153': Synth Pop
+          '154': Talk Radio
+          '155': Tango
+          '156': Techno
+          '157': Thrash
+          '158': Trip-Hop
+          '159': Turkish
+          '160': Unclassifiable
+          '161': Western Swing
+          '162': Wonky
+          '163': hiphop
+  - name: tags
+    sequence: string
+  - name: released
+    dtype: timestamp[s]
+  - name: language
+    dtype: string
+  - name: listens
+    dtype: uint64
+  - name: artist_url
+    dtype: string
+  - name: artist_website
+    dtype: string
+  - name: album_title
+    dtype: string
+  - name: album_url
+    dtype: string
+  - name: license
+    dtype:
+      class_label:
+        names:
+          '0': CC-BY 1.0
+          '1': CC-BY 2.0
+          '2': CC-BY 2.5
+          '3': CC-BY 3.0
+          '4': CC-BY 4.0
+          '5': CC-BY-NC 2.0
+          '6': CC-BY-NC 2.1
+          '7': CC-BY-NC 2.5
+          '8': CC-BY-NC 3.0
+          '9': CC-BY-NC 4.0
+          '10': CC-BY-NC-ND 2.0
+          '11': CC-BY-NC-ND 2.1
+          '12': CC-BY-NC-ND 2.5
+          '13': CC-BY-NC-ND 3.0
+          '14': CC-BY-NC-ND 4.0
+          '15': CC-BY-NC-SA 2.0
+          '16': CC-BY-NC-SA 2.1
+          '17': CC-BY-NC-SA 2.5
+          '18': CC-BY-NC-SA 3.0
+          '19': CC-BY-NC-SA 4.0
+          '20': CC-BY-ND 2.0
+          '21': CC-BY-ND 2.5
+          '22': CC-BY-ND 3.0
+          '23': CC-BY-ND 4.0
+          '24': CC-BY-SA 2.0
+          '25': CC-BY-SA 2.5
+          '26': CC-BY-SA 3.0
+          '27': CC-BY-SA 4.0
+          '28': CC-NC-Sampling+ 1.0
+          '29': CC-Sampling+ 1.0
+          '30': CC0 1.0
+          '31': FMA Sound Recording Common Law
+          '32': Free Art License
+          '33': Free Music Philosophy (FMP)
+  - name: copyright
+    dtype: string
+  - name: explicit
+    dtype:
+      class_label:
+        names:
+          '0': 'No'
+          '1': 'Yes'
+  - name: instrumental
+    dtype:
+      class_label:
+        names:
+          '0': 'No'
+          '1': 'Yes'
+  - name: allow_commercial_use
+    dtype:
+      class_label:
+        names:
+          '0': 'No'
+          '1': 'Yes'
+  - name: allow_derivatives
+    dtype:
+      class_label:
+        names:
+          '0': 'No'
+          '1': 'Yes'
+  - name: require_attribution
+    dtype:
+      class_label:
+        names:
+          '0': 'No'
+          '1': 'Yes'
+  - name: require_share_alike
+    dtype:
+      class_label:
+        names:
+          '0': 'No'
+          '1': 'Yes'
+  splits:
+  - name: train
+    num_bytes: 6778480531.956
+    num_examples: 8518
+  download_size: 8111066311
+  dataset_size: 6778480531.956
+- config_name: default
+  features:
+  - name: audio
+    dtype: audio
+  - name: title
+    dtype: string
+  - name: url
+    dtype: string
+  - name: artist
+    dtype: string
+  - name: composer
+    dtype: string
+  - name: lyricist
+    dtype: string
+  - name: publisher
+    dtype: string
+  - name: genres
+    sequence:
+      class_label:
+        names:
+          '0': 20th Century Classical
+          '1': Abstract Hip-Hop
+          '2': African
+          '3': Afrobeat
+          '4': Alternative Hip-Hop
+          '5': Ambient
+          '6': Ambient Electronic
+          '7': Americana
+          '8': Asia-Far East
+          '9': Audio Collage
+          '10': Avant-Garde
+          '11': Balkan
+          '12': Banter
+          '13': Be-Bop
+          '14': Big Band/Swing
+          '15': Bigbeat
+          '16': Black-Metal
+          '17': Bluegrass
+          '18': Blues
+          '19': Bollywood
+          '20': Brazilian
+          '21': Breakbeat
+          '22': Breakcore - Hard
+          '23': British Folk
+          '24': Celtic
+          '25': Chamber Music
+          '26': Chill-out
+          '27': Chip Music
+          '28': Chiptune
+          '29': Choral Music
+          '30': Christmas
+          '31': Classical
+          '32': Comedy
+          '33': Compilation
+          '34': Composed Music
+          '35': Contemporary Classical
+          '36': Country
+          '37': Country & Western
+          '38': Cumbia
+          '39': Dance
+          '40': Death-Metal
+          '41': Deep Funk
+          '42': Disco
+          '43': Downtempo
+          '44': Drone
+          '45': Drum & Bass
+          '46': Dubstep
+          '47': Easy Listening
+          '48': 'Easy Listening: Vocal'
+          '49': Electro-Punk
+          '50': Electroacoustic
+          '51': Electronic
+          '52': Europe
+          '53': Experimental
+          '54': Experimental Pop
+          '55': Fado
+          '56': Field Recordings
+          '57': Flamenco
+          '58': Folk
+          '59': Freak-Folk
+          '60': Free-Folk
+          '61': Free-Jazz
+          '62': French
+          '63': Funk
+          '64': Garage
+          '65': Glitch
+          '66': Gospel
+          '67': Goth
+          '68': Grindcore
+          '69': Hardcore
+          '70': Hip-Hop
+          '71': Hip-Hop Beats
+          '72': Holiday
+          '73': House
+          '74': IDM
+          '75': Improv
+          '76': Indian
+          '77': Indie-Rock
+          '78': Industrial
+          '79': Instrumental
+          '80': International
+          '81': Interview
+          '82': Jazz
+          '83': 'Jazz: Out'
+          '84': 'Jazz: Vocal'
+          '85': Jungle
+          '86': Kid-Friendly
+          '87': Klezmer
+          '88': Krautrock
+          '89': Latin
+          '90': Latin America
+          '91': Lo-Fi
+          '92': Loud-Rock
+          '93': Lounge
+          '94': Metal
+          '95': Middle East
+          '96': Minimal Electronic
+          '97': Minimalism
+          '98': Modern Jazz
+          '99': Musical Theater
+          '100': Musique Concrete
+          '101': N. Indian Traditional
+          '102': Nerdcore
+          '103': New Age
+          '104': New Wave
+          '105': No Wave
+          '106': Noise
+          '107': Noise-Rock
+          '108': North African
+          '109': Novelty
+          '110': Nu-Jazz
+          '111': Old-Time / Historic
+          '112': Opera
+          '113': Pacific
+          '114': Poetry
+          '115': Polka
+          '116': Pop
+          '117': Post-Punk
+          '118': Post-Rock
+          '119': Power-Pop
+          '120': Progressive
+          '121': Psych-Folk
+          '122': Psych-Rock
+          '123': Punk
+          '124': Radio
+          '125': Radio Art
+          '126': Radio Theater
+          '127': Rap
+          '128': Reggae - Dancehall
+          '129': Reggae - Dub
+          '130': Rock
+          '131': Rock Opera
+          '132': Rockabilly
+          '133': Romany (Gypsy)
+          '134': Salsa
+          '135': Shoegaze
+          '136': Singer-Songwriter
+          '137': Skweee
+          '138': Sludge
+          '139': Soul-RnB
+          '140': Sound Art
+          '141': Sound Collage
+          '142': Sound Effects
+          '143': Sound Poetry
+          '144': Soundtrack
+          '145': South Indian Traditional
+          '146': Space-Rock
+          '147': Spanish
+          '148': Spoken
+          '149': Spoken Weird
+          '150': Spoken Word
+          '151': Surf
+          '152': Symphony
+          '153': Synth Pop
+          '154': Talk Radio
+          '155': Tango
+          '156': Techno
+          '157': Thrash
+          '158': Trip-Hop
+          '159': Turkish
+          '160': Unclassifiable
+          '161': Western Swing
+          '162': Wonky
+          '163': hiphop
+  - name: tags
+    sequence: string
+  - name: released
+    dtype: timestamp[s]
+  - name: language
+    dtype: string
+  - name: listens
+    dtype: uint64
+  - name: artist_url
+    dtype: string
+  - name: artist_website
+    dtype: string
+  - name: album_title
+    dtype: string
+  - name: album_url
+    dtype: string
+  - name: license
+    dtype:
+      class_label:
+        names:
+          '0': CC-BY 1.0
+          '1': CC-BY 2.0
+          '2': CC-BY 2.5
+          '3': CC-BY 3.0
+          '4': CC-BY 4.0
+          '5': CC-BY-NC 2.0
+          '6': CC-BY-NC 2.1
+          '7': CC-BY-NC 2.5
+          '8': CC-BY-NC 3.0
+          '9': CC-BY-NC 4.0
+          '10': CC-BY-NC-ND 2.0
+          '11': CC-BY-NC-ND 2.1
+          '12': CC-BY-NC-ND 2.5
+          '13': CC-BY-NC-ND 3.0
+          '14': CC-BY-NC-ND 4.0
+          '15': CC-BY-NC-SA 2.0
+          '16': CC-BY-NC-SA 2.1
+          '17': CC-BY-NC-SA 2.5
+          '18': CC-BY-NC-SA 3.0
+          '19': CC-BY-NC-SA 4.0
+          '20': CC-BY-ND 2.0
+          '21': CC-BY-ND 2.5
+          '22': CC-BY-ND 3.0
+          '23': CC-BY-ND 4.0
+          '24': CC-BY-SA 2.0
+          '25': CC-BY-SA 2.5
+          '26': CC-BY-SA 3.0
+          '27': CC-BY-SA 4.0
+          '28': CC-NC-Sampling+ 1.0
+          '29': CC-Sampling+ 1.0
+          '30': CC0 1.0
+          '31': FMA Sound Recording Common Law
+          '32': Free Art License
+          '33': Free Music Philosophy (FMP)
+  - name: copyright
+    dtype: string
+  - name: explicit
+    dtype:
+      class_label:
+        names:
+          '0': 'No'
+          '1': 'Yes'
+  - name: instrumental
+    dtype:
+      class_label:
+        names:
+          '0': 'No'
+          '1': 'Yes'
+  - name: allow_commercial_use
+    dtype:
+      class_label:
+        names:
+          '0': 'No'
+          '1': 'Yes'
+  - name: allow_derivatives
+    dtype:
+      class_label:
+        names:
+          '0': 'No'
+          '1': 'Yes'
+  - name: require_attribution
+    dtype:
+      class_label:
+        names:
+          '0': 'No'
+          '1': 'Yes'
+  - name: require_share_alike
+    dtype:
+      class_label:
+        names:
+          '0': 'No'
+          '1': 'Yes'
+  splits:
+  - name: train
+    num_bytes: 85231982003.464
+    num_examples: 105024
+  download_size: 100452185352
+  dataset_size: 85231982003.464
+configs:
+- config_name: commercial
+  data_files:
+  - split: train
+    path: commercial/train-*
+- config_name: default
+  data_files:
+  - split: train
+    path: data/train-*
+tags:
+- fma
+- free-music-archive
+---
+
+# FMA: A Dataset for Music Analysis
+
+[Michaël Defferrard](https://deff.ch/), [Kirell Benzi](https://kirellbenzi.com/), [Pierre Vandergheynst](https://people.epfl.ch/pierre.vandergheynst), [Xavier Bresson](https://www.ntu.edu.sg/home/xbresson).
+
+**International Society for Music Information Retrieval Conference (ISMIR), 2017.**
+
+> We introduce the Free Music Archive (FMA), an open and easily accessible dataset suitable for evaluating several tasks in MIR, a field concerned with browsing, searching, and organizing large music collections. The community's growing interest in feature and end-to-end learning is however restrained by the limited availability of large audio datasets. The FMA aims to overcome this hurdle by providing 917 GiB and 343 days of Creative Commons-licensed audio from 106,574 tracks from 16,341 artists and 14,854 albums, arranged in a hierarchical taxonomy of 161 genres. It provides full-length and high-quality audio, pre-computed features, together with track- and user-level metadata, tags, and free-form text such as biographies. We here describe the dataset and how it was created, propose a train/validation/test split and three subsets, discuss some suitable MIR tasks, and evaluate some baselines for genre recognition. Code, data, and usage examples are available at https://github.com/mdeff/fma.
+
+Paper: [arXiv:1612.01840](https://arxiv.org/abs/1612.01840) - [latex and reviews](https://github.com/mdeff/paper-fma-ismir2017)
+
+Slides: [doi:10.5281/zenodo.1066119](https://doi.org/10.5281/zenodo.1066119)
+
+Poster: [doi:10.5281/zenodo.1035847](https://doi.org/10.5281/zenodo.1035847)
+
+# This Pack
+
+This is the **full** dataset, comprising a total of **105,024 samples** clips of **untrimmed length** over **16** *unbalanced* genres totaling **8,104 hours** of audio.
+
+## Repack Notes
+
+- 173 files were unreadable by `libsndfile / libmpg123`, these were removed.
+- 1377 files had licenses that were unclear on whether or not they permitted redistribution, or the full license text was unavailable. These were removed.
+
+# License
+
+- The [FMA codebase](https://github.com/mdeff/fma) is released under [The MIT License](https://github.com/mdeff/fma/blob/master/LICENSE.txt).
+- The FMA metadata is released under [CC-BY 4.0](https://creativecommons.org/licenses/by/4.0).
+- The individual files are released under various Creative Commons family licenses, with a small amount of additional licenses. **Each file has its license attached and important details of the license enumerated.** To make it easy to use for developers and trainers, a configuration is available to limit only to commercially-usable data.
+
+Please refer to any of the following URLs for additional details.
+
+| Class Label | License Name | URL |
+| ----------- | ------------ | --- |
+| 0 | CC-BY 1.0 | https://creativecommons.org/licenses/by/1.0/ |
+| 1 | CC-BY 2.0 | https://creativecommons.org/licenses/by/2.0/ |
+| 2 | CC-BY 2.5 | https://creativecommons.org/licenses/by/2.5/ |
+| 3 | CC-BY 3.0 | https://creativecommons.org/licenses/by/3.0/ |
+| 4 | CC-BY 4.0 | https://creativecommons.org/licenses/by/4.0/ |
+| 5 | CC-BY-NC 2.0 | https://creativecommons.org/licenses/by-nc/2.0/ |
+| 6 | CC-BY-NC 2.1 | https://creativecommons.org/licenses/by-nc/2.1/ |
+| 7 | CC-BY-NC 2.5 | https://creativecommons.org/licenses/by-nc/2.5/ |
+| 8 | CC-BY-NC 3.0 | https://creativecommons.org/licenses/by-nc/3.0/ |
+| 9 | CC-BY-NC 4.0 | https://creativecommons.org/licenses/by-nc/4.0/ |
+| 10 | CC-BY-NC-ND 2.0 | https://creativecommons.org/licenses/by-nc-nd/2.0/ |
+| 11 | CC-BY-NC-ND 2.1 | https://creativecommons.org/licenses/by-nc-nd/2.1/ |
+| 12 | CC-BY-NC-ND 2.5 | https://creativecommons.org/licenses/by-nc-nd/2.5/ |
+| 13 | CC-BY-NC-ND 3.0 | https://creativecommons.org/licenses/by-nc-nd/3.0/ |
+| 14 | CC-BY-NC-ND 4.0 | https://creativecommons.org/licenses/by-nc-nd/4.0/ |
+| 15 | CC-BY-NC-SA 2.0 | https://creativecommons.org/licenses/by-nc-sa/2.0/ |
+| 16 | CC-BY-NC-SA 2.1 | https://creativecommons.org/licenses/by-nc-sa/2.1/ |
+| 17 | CC-BY-NC-SA 2.5 | https://creativecommons.org/licenses/by-nc-sa/2.5/ |
+| 18 | CC-BY-NC-SA 3.0 | https://creativecommons.org/licenses/by-nc-sa/3.0/ |
+| 19 | CC-BY-NC-SA 4.0 | https://creativecommons.org/licenses/by-nc-sa/4.0/ |
+| 20 | CC-BY-ND 2.0 | https://creativecommons.org/licenses/by-nd/2.0/ |
+| 21 | CC-BY-ND 2.5 | https://creativecommons.org/licenses/by-nd/2.5/ |
+| 22 | CC-BY-ND 3.0 | https://creativecommons.org/licenses/by-nd/3.0/ |
+| 23 | CC-BY-ND 4.0 | https://creativecommons.org/licenses/by-nd/4.0/ |
+| 24 | CC-BY-SA 2.0 | https://creativecommons.org/licenses/by-sa/2.0/ |
+| 25 | CC-BY-SA 2.5 | https://creativecommons.org/licenses/by-sa/2.5/ |
+| 26 | CC-BY-SA 3.0 | https://creativecommons.org/licenses/by-sa/3.0/ |
+| 27 | CC-BY-SA 4.0 | https://creativecommons.org/licenses/by-sa/4.0/ |
+| 28 | CC-NC-Sampling+ 1.0 | https://creativecommons.org/licenses/nc-sampling+/1.0/ |
+| 29 | CC-Sampling+ 1.0 | https://creativecommons.org/licenses/sampling+/1.0/ |
+| 30 | FMA Sound Recording Common Law | https://freemusicarchive.org/Sound_Recording_Common_Law |
+| 31 | Free Art License | https://artlibre.org/licence/lal/en |
+| 32 | Free Music Philosophy (FMP) | https://irdial.com/free_and_easy.htm |
+
+## Total Duration by License
+
+| License | Total Duration (Percentage) |
+| ------- | --------------------------- |
+| CC-BY-NC-SA 3.0 | 2768.3 hours (34.16%) |
+| CC-BY-NC-ND 3.0 | 2296.4 hours (28.34%) |
+| CC-BY-NC-ND 4.0 | 1018.4 hours (12.57%) |
+| CC-BY-NC-SA 4.0 | 533.2 hours (6.58%) |
+| CC-BY 4.0 | 377.0 hours (4.65%) |
+| CC-BY-NC 3.0 | 288.9 hours (3.56%) |
+| CC-BY-NC 4.0 | 232.6 hours (2.87%) |
+| CC-BY 3.0 | 106.9 hours (1.32%) |
+| CC-BY-SA 4.0 | 99.4 hours (1.23%) |
+| CC-BY-SA 3.0 | 79.7 hours (0.98%) |
+| CC-BY-NC-SA 2.0 | 65.1 hours (0.80%) |
+| CC-BY-NC-ND 2.0 | 56.2 hours (0.69%) |
+| CC-BY-ND 3.0 | 36.8 hours (0.45%) |
+| CC-BY-ND 4.0 | 25.0 hours (0.31%) |
+| CC-BY-NC-ND 2.5 | 24.2 hours (0.30%) |
+| FMA Sound Recording Common Law | 19.9 hours (0.25%) |
+| CC-BY-NC-SA 2.5 | 18.0 hours (0.22%) |
+| CC-BY-NC 2.5 | 13.3 hours (0.16%) |
+| CC0 1.0 | 10.5 hours (0.13%) |
+| CC-BY 1.0 | 10.4 hours (0.13%) |
+| Free Music Philosophy (FMP) | 4.4 hours (0.05%) |
+| Free Art License | 2.7 hours (0.03%) |
+| CC-BY 2.0 | 2.5 hours (0.03%) |
+| CC-BY-NC 2.1 | 2.4 hours (0.03%) |
+| CC-BY-NC-SA 2.1 | 2.3 hours (0.03%) |
+| CC-BY-SA 2.0 | 1.9 hours (0.02%) |
+| CC-BY-NC 2.0 | 1.6 hours (0.02%) |
+| CC-BY-ND 2.5 | 1.6 hours (0.02%) |
+| CC-NC-Sampling+ 1.0 | 1.4 hours (0.02%) |
+| CC-BY-NC-ND 2.1 | 65.0 minutes (0.01%) |
+| CC-Sampling+ 1.0 | 53.9 minutes (0.01%) |
+| CC-BY-SA 2.5 | 31.8 minutes (0.01%) |
+| CC-BY-ND 2.0 | 29.7 minutes (0.01%) |
+| CC-BY 2.5 | 11.2 minutes (0.00%) |
+
+# Citations
+
+```
+@inproceedings{fma_dataset,
+  title = {{FMA}: A Dataset for Music Analysis},
+  author = {Defferrard, Micha\"el and Benzi, Kirell and Vandergheynst, Pierre and Bresson, Xavier},
+  booktitle = {18th International Society for Music Information Retrieval Conference (ISMIR)},
+  year = {2017},
+  archiveprefix = {arXiv},
+  eprint = {1612.01840},
+  url = {https://arxiv.org/abs/1612.01840},
+}
+```
+
+```
+@inproceedings{fma_challenge,
+  title = {Learning to Recognize Musical Genre from Audio},
+  subtitle = {Challenge Overview},
+  author = {Defferrard, Micha\"el and Mohanty, Sharada P. and Carroll, Sean F. and Salath\'e, Marcel},
+  booktitle = {The 2018 Web Conference Companion},
+  year = {2018},
+  publisher = {ACM Press},
+  isbn = {9781450356404},
+  doi = {10.1145/3184558.3192310},
+  archiveprefix = {arXiv},
+  eprint = {1803.05337},
+  url = {https://arxiv.org/abs/1803.05337},
+}
+```