cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15102482
title: Saraga Audiovisual: a large multimodal open data collection for the analysis of carnatic music

description: Carnatic music is a style of South Indian art music whose analysis using computational methods is an active area of research in Music Information Research (MIR). A core, open dataset for such analysis is the Saraga dataset, which includes multi-stem audio, expert annotations, and accompanying metadata. However, it has been noted that there are several limitations to the Saraga collections, and that additional relevant aspects of the tradition still need to be covered to facilitate musicologically important research lines. Saraga Audiovisual includes diverse renditions of Carnatic vocal performances, totalling 42 concerts and more than 60 hours of music. It includes video recordings for all concerts, allowing for a wide range of multimodal analyses. We also provide high-quality human pose estimation data of the musicians extracted from the video footage, and perform benchmarking experiments for the different modalities to validate the utility of the novel collection. Saraga Audiovisual, along with access tools and results of our experiments, is made available for research purposes.

Please cite the following publication if you use the material shared here in your research work.



Shankar A, Plaja-Roglans G, Nuttall T, Rocamora M, Serra X. Saraga Audiovisual: a large multimodal open data collection for the analysis of carnatic music. Paper presented at: 25th International Society for Music Information Retrieval Conference (ISMIR2024); 2024 November 10-14; San Francisco, USA. [Postprint PDF@MTG]


The dataset is organized into four separate files while maintaining the original directory structure:





saraga audio.zip – Contains all multi-track audio files along with their corresponding mixture files.




saraga gesture.zip – Includes pose estimation files extracted from videos corresponding to each audio track.




saraga metadata.zip – Provides metadata for all the audio files.




saraga video.zip – Features videos from three sample concerts. Due to size constraints, only these three concerts are included in this release. 



Mirdata

This dataset is included in mirdata. Use the following code snippet to access the dataset in mirdata.

# Import midata
import mirdata

# Initialize dataset
dataset_name = 'saraga_audiovisual'
data_home = 'mirdata/dataset'
dataset = mirdata.initialize(dataset_name, data_home=data_home)

# Download dataset
dataset.download()

# Validate dataset
dataset.validate()

# Load dataset as a dictionary with track ids as keys and track objects as values
data = dataset.load_tracks()

Contact

If you have any questions or comments about the dataset, please feel free to email:

mtg-info@upf.edu
DOI: 10.5281/zenodo.17405610
title: Saraga Audiovisual: a large multimodal open data collection for the analysis of carnatic music

description: Carnatic music is a style of South Indian art music whose analysis using computational methods is an active area of research in Music Information Research (MIR). A core, open dataset for such analysis is the Saraga dataset, which includes multi-stem audio, expert annotations, and accompanying metadata. However, it has been noted that there are several limitations to the Saraga collections, and that additional relevant aspects of the tradition still need to be covered to facilitate musicologically important research lines. Saraga Audiovisual includes diverse renditions of Carnatic vocal performances, totalling 42 concerts and more than 60 hours of music. It includes video recordings for all concerts, allowing for a wide range of multimodal analyses. We also provide high-quality human pose estimation data of the musicians extracted from the video footage, and perform benchmarking experiments for the different modalities to validate the utility of the novel collection. Saraga Audiovisual, along with access tools and results of our experiments, is made available for research purposes.

Please cite the following publication if you use the material shared here in your research work.



Shankar A, Plaja-Roglans G, Nuttall T, Rocamora M, Serra X. Saraga Audiovisual: a large multimodal open data collection for the analysis of carnatic music. Paper presented at: 25th International Society for Music Information Retrieval Conference (ISMIR2024); 2024 November 10-14; San Francisco, USA. [Postprint PDF@MTG]


The dataset is organized into four separate files while maintaining the original directory structure:





saraga audio.zip – Contains all multi-track audio files along with their corresponding mixture files.




saraga gesture.zip – Includes pose estimation files extracted from videos corresponding to each audio track.




saraga metadata.zip – Provides metadata for all the audio files.




saraga video.zip – Features videos from three sample concerts. Due to size constraints, only these three concerts are included in this release. 



Mirdata

This dataset is included in mirdata. Use the following code snippet to access the dataset in mirdata.

# Import midata
import mirdata

# Initialize dataset
dataset_name = 'saraga_audiovisual'
data_home = 'mirdata/dataset'
dataset = mirdata.initialize(dataset_name, data_home=data_home)

# Download dataset
dataset.download()

# Validate dataset
dataset.validate()

# Load dataset as a dictionary with track ids as keys and track objects as values
data = dataset.load_tracks()

Contact

If you have any questions or comments about the dataset, please feel free to email:

mtg-info@upf.edu
DOI: 10.25549/browneg-ouc11399g7gn
title: Brown, on The Capitol Gang, 1989-04-29

description: Video recording (VHS) of Jerry Brown on The Capitol Gang on CNN, 1989 April 29. Transcript generated with Whisper AI.
DOI: 10.25549/browneg-ouc11399g7er
title: Brown, address to CA legislature on Proposition 13, 1978-06-08

description: Video recording (U-Matic) of Governor Jerry Brown's address to the California state legislature on Proposition 13, 1978 June 08. Transcript generated with Whisper AI.
DOI: 10.25549/browneg-ouc11399g706
title: Sacred Stones: Abbey of New Clairvaux

description: Video recording (VHS) of Sacred Stones: Abbey of New Clairvaux.
DOI: 10.25549/browneg-ouc11399fzci
title: Audiovisual material, posters and other material added to the collection from accession no. 2023-011

description: The Edmund G. Brown, Jr. papers comprise the papers of Jerry Brown during his tenure as California Secretary of State (1971-1975) and his first two terms as the Governor of California (1975-1983). Over the course of his career, Jerry Brown has served as the California Secretary of State (1971-1975), the 34th Governor of California (1975-1983), the Mayor of Oakland (1999-2007), the Attorney General of California (2007-2011), and the 39th Governor of California (2011-2019).
DOI: 10.25549/browneg-ouc11399frpq
title: Brown, on reaction to measure FF, circa 2000

description: Video recording (VHS) of Jerry Brown on CBS5 on the reaction to measure FF, circa 2000s. Transcript created by Whisper AI.
DOI: 10.25549/browneg-ouc11399fzc6
title: Audiovisual material, posters and other material added to the collection from accession no. 2023-011

description: The Edmund G. Brown, Jr. papers comprise the papers of Jerry Brown during his tenure as California Secretary of State (1971-1975) and his first two terms as the Governor of California (1975-1983). Over the course of his career, Jerry Brown has served as the California Secretary of State (1971-1975), the 34th Governor of California (1975-1983), the Mayor of Oakland (1999-2007), the Attorney General of California (2007-2011), and the 39th Governor of California (2011-2019).
DOI: 10.25549/browneg-ouc11399fzay
title: Audiovisual material, posters and other material added to the collection from accession no. 2023-011

description: The Edmund G. Brown, Jr. papers comprise the papers of Jerry Brown during his tenure as California Secretary of State (1971-1975) and his first two terms as the Governor of California (1975-1983). Over the course of his career, Jerry Brown has served as the California Secretary of State (1971-1975), the 34th Governor of California (1975-1983), the Mayor of Oakland (1999-2007), the Attorney General of California (2007-2011), and the 39th Governor of California (2011-2019).
DOI: 10.15468/dl.27cxnk
title: Occurrence Download

description: A dataset containing 138 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Solenopsis invicta",
 "Year 2024-2025"
 ]
}

 The dataset includes 138 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020978-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/browneg-ouc11399frrt
title: 20th Anniversary Pat Brown Institute awards dinner, 2001-04-26

description: Video recording (VHS) of the 20th Pat Brown Institute for Public Affairs awards dinner at the Regal Biltmore Hotel, Los Angeles, California, USA, 2001 April 26. Includes note from Jaime Regalo\, Executive director. Transcript created by Whisper AI.
DOI: 10.25549/browneg-ouc11399g5aa
title: We the People with Jerry Brown: on the Internet, 1996-06-13

description: Audio recording (audiocassette) of an episode of We the People with Jerry Brown discussing the Internet, 1996 June 13. No guest.
DOI: 10.25549/browneg-ouc11399g570
title: We the People with Jerry Brown: John Hart, 1996-05-01

description: Audio recording (audiocassette) of an episode of We the People with Jerry Brown with guest John Hart, 1996 May 01. Discussing Hart's book Storm Over Mono: The Mono Lake Battle and the California Water Future, access to water across California\, Environmental activism.
DOI: 10.25549/browneg-ouc11399g4tm
title: We the People with Jerry Brown: Stephen Jay Gould, 1996-10-16

description: Audio recording (audiocassette) of an episode of We the People with Jerry Brown with guest Stephen Jay Gould, 1996 October 16. Discussing spread of excellence, sociobiology, Gould's book Full House: The Spread of Excellence from Plato to Darwin.
DOI: 10.7910/dvn/iecgc9
title: Fabrication and assessment of n-eicosane/poly(stearylmethacrylate-co-butylacrylate) nanocapsules: impact of long alkyl polymer chains on thermal performance and stability

description: Raw Data from Differential Scanning Calorimetry (DSC), Thermo-Gravimetry Analysis (TGA), Derivative thermogravimetric analysis (DTG), Fourier Transform Infrared Spectroscopy (FT-IR) and X-Ray Powder Diffraction (XRD) for supporting the publication: "Fabrication and assessment of n-eicosane/poly(stearylmethacrylate-co-butylacrylate) nanocapsules: impact of long alkyl polymer chains on thermal performance and stability"
DOI: 10.25549/browneg-ouc11399g4tj
title: We the People with Jerry Brown: Michael Lind, 1996-07-24

description: Audio recording (audiocassette) of an episode of We the People with Jerry Brown with guest Michael Lind, 1996 July 24. Discussing American right-wing\, Economic nationalism, Lind's book Up From Conservatism: Why the Right is Wrong for America, activism and economic influence on the American right-wing, Jerry Falwell and Moral Majority.
DOI: 10.25549/browneg-ouc11399g46y
title: We the People with Jerry Brown: Al Meyerhoff, 1996-06-10

description: Audio recording (audiocassette) of an episode of We the People with Jerry Brown with guest Albert Henry "Al" Meyerhoff, Junior, of Natural Resources Defense Council, 1996 June 10. Discussing the use of chemicals in agriculture and food.
DOI: 10.25549/browneg-ouc11399fzap
title: Audiovisual material, posters and other material added to the collection from accession no. 2023-011

description: The Edmund G. Brown, Jr. papers comprise the papers of Jerry Brown during his tenure as California Secretary of State (1971-1975) and his first two terms as the Governor of California (1975-1983). Over the course of his career, Jerry Brown has served as the California Secretary of State (1971-1975), the 34th Governor of California (1975-1983), the Mayor of Oakland (1999-2007), the Attorney General of California (2007-2011), and the 39th Governor of California (2011-2019).
DOI: 10.15468/dl.995kzz
title: Occurrence Download

description: A dataset containing 16663 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-79.05 -1.1,-77.1 -1.1,-77.1 -0.15,-79.05 -0.15,-79.05 -1.1))",
 "OccurrenceStatus is Present",
 "TaxonKey is Polypodiopsida"
 ]
}

 The dataset includes 16663 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020977-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/browneg-ouc11399fry4
title: Brown, news clips, on crime, 2003

description: Video recording (VHS) of news clips featuring Jerry Brown commenting on crime, originally aired on KRON and CBS, 2003. Video #52.
DOI: 10.25549/browneg-ouc11399fza6
title: Audiovisual material, posters and other material added to the collection from accession no. 2023-011

description: The Edmund G. Brown, Jr. papers comprise the papers of Jerry Brown during his tenure as California Secretary of State (1971-1975) and his first two terms as the Governor of California (1975-1983). Over the course of his career, Jerry Brown has served as the California Secretary of State (1971-1975), the 34th Governor of California (1975-1983), the Mayor of Oakland (1999-2007), the Attorney General of California (2007-2011), and the 39th Governor of California (2011-2019).
DOI: 10.25549/browneg-ouc11399frr0
title: Brown, on 9/11, 2001

description: Video recording (VHS) of Jerry Brown commenting on 9/11 terrorist attacks, on CNN, ABC, and Fox News, 2001. Tape #153. Transcript created by Whisper AI.
DOI: 10.25549/browneg-ouc11399fza3
title: Audiovisual material, posters and other material added to the collection from accession no. 2023-011

description: The Edmund G. Brown, Jr. papers comprise the papers of Jerry Brown during his tenure as California Secretary of State (1971-1975) and his first two terms as the Governor of California (1975-1983). Over the course of his career, Jerry Brown has served as the California Secretary of State (1971-1975), the 34th Governor of California (1975-1983), the Mayor of Oakland (1999-2007), the Attorney General of California (2007-2011), and the 39th Governor of California (2011-2019).
DOI: 10.25549/browneg-ouc11399fzzp
title: We the People with Jerry Brown, John Hoberman, 1997-02-06

description: Audio recording (audiocassette) of an episode of We the People with Jerry Brown, with guest John Hoberman, 1997 February 06.
DOI: 10.25549/browneg-ouc11399fzyl
title: We the People with Jerry Brown, Philippe Bourgois, 1997-01-13

description: Audio recording (audiocassette) of an episode of We the People with Jerry Brown, with guest Philippe Bourgois, 1997 January 13.
DOI: 10.25549/browneg-ouc11399fzy3
title: We the People with Jerry Brown, David Early, 1997-01-15

description: Audio recording (audiocassette) of an episode of We the People with Jerry Brown, with guest David Early, 1997 January 15.
DOI: 10.25549/browneg-ouc11399fztz
title: We the People with Jerry Brown, Jean Kilbourne, 1997-09-10

description: Audio recording (audiocassette) of an episode of We the People with Jerry Brown, with guest Jean Kilbourne, 1997 September 10.
DOI: 10.25549/browneg-ouc11399fzd1
title: We the People with Jerry Brown, Dan Fagin & Marianne Lavalle, 1997-09-24

description: Audio recording (audiocassette) of an episode of We the People with Jerry Brown with guests Dan Fagin and Marianne Lavelle, discussing their book Toxic Deception: How the Chemical Industry Manipulates Science, Bends the Law and Endangers Your Health, 1997 September 24. Label reads "Master - Show aborted".
DOI: 10.25549/browneg-ouc11399hg9a
title: Brown, KTVU Mornings on 2, 1993-02-15

description: Video recording (VHS) of Jerry Brown on KTVU Mornings on 2, speaking on campaign finance and big money before Kathleen Brown announced gubernatorial run, 1993 February 15. Tape #86. Transcript created by Whisper AI.
DOI: 10.25549/browneg-ouc11399hg9b
title: Brown, KTVU Mornings on 2, 1993-02-15

description: Video recording (VHS) of Jerry Brown on KTVU Mornings on 2, speaking on campaign finance and big money before Kathleen Brown announced gubernatorial run, 1993 February 15. Tape #86. Transcript created by Whisper AI.
DOI: 10.25549/browneg-ouc11399hfsj
title: Brown, on CNBC, 1994-04-16

description: Video recording (VHS) of Jerry Brown on CNBC, 1994 April 16. Transcript created by Whisper AI.
DOI: 10.25549/browneg-ouc11399hfa9
title: Moyers, on money and politics in campaign finance reform, 1994-01-21

description: Video recording (VHS) of Bill Moyers on money and politics in campaign finance reform, 1994 January 21. Transcript created by Whisper AI.
DOI: 10.25549/browneg-ouc11399hfa6
title: Junior State of America, The American Experience: "A New Vision", 1994-11-19/1994-11-20

description: Video recording (VHS) of The American Experience: "A New Vision" presented by the Junior State of America, held at the Santa Clara Marriott, Santa Clara, California, USA, 1994 November 19/1994 November 20. Tape #1172. Transcript created by Whisper AI.
DOI: 10.25549/browneg-ouc11399fzcq
title: We the People with Jerry Brown, Jeanie Willey, 1997-07-09

description: Audio recording (audiocassette) of an episode of We the People with Jerry Brown with guest Jeanie Willey, 1997 July 09.
DOI: 10.15468/dl.zkz3yu
title: Occurrence Download

description: A dataset containing 46371 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Adenocarpus artemisiifolius, Bossiaea modesta, Hibbertia robur, Acacia beadleana, Helichrysum altigenum, Helichrysum appendiculatum, Helichrysum araxinum, Acacia ptychoclada, Acacia rendlei, Olearia oliganthema, Hibbertia crassifolia, Prunella hyssopifolia, Lobelia pentheri, Lobelia irasuensis, Jamesbrittenia zuurbergensis, Myrtgerocactus lindsayi, Penstemon mohinoranus, Acacia robeorum, Acacia subcontorta, Iberis nazarita, Draba rigida, Hibbertia villosa, Hibbertia horricomis, Pomaderris vellea, Helichrysum bellum, Acacia acanthaster, Helichrysum turbinatum, Acacia costata, Acacia leptopetala, Acacia stereophylla, Acacia subsessilis, Hibbertia quadricolor, Excoecaria agallocha, Hibbertia inopinata, Hibbertia hortiorum, Thelypodium milleflorum, Thelypodium wrightii, Bossiaea sericea, Hibbertia atrichosepala, Hibbertia mollis, Penstemon pseudospectabilis, Penstemon gracilentus, Thymbra sintenisii, Acacia echinula, Acacia eremophila, Acacia estrophiolata, Acacia laricina, Acacia loxophylla, Acacia masliniana, Acacia microbotrya, Alyssum handelii, Anchusa leptophylla, Hypecoum angustilobum, Hibbertia circumdans, Hibbertia tenuis, Penstemon tracyi, Helichrysum saxicola, Helichrysum praecinctum, Acacia glutinosissima, Eriostemon australasius, Newcastelia roseoazurea, Hibbertia squarrosa, Serruria bolusii, Acacia alata, Acacia blayana, Acacia burkittii, Acacia cardiophylla, Acacia coriacea, Acacia obtusifolia, Acacia oxycedrus, Acacia phasmoides, Acacia pritzeliana, Acacia prominens, Acacia pusilla, Acacia resinimarginea, Acacia rhamphophylla, Acacia rostellata, Acacia scleroclada, Acacia stellaticeps, Acacia tenuispica, Acacia tessellata, Acacia tetraptera, Acacia tindaleae, Acacia trigonophylla, Adenocarpus ombriosus, Bossiaea concinna, Bossiaea linophylla, Bossiaea oxyclada, Bossiaea smithiorum, Chorizema diversifolium, Cicuta maculata, Crambe pritzelii, Dysoxylum latifolium, Olearia occidentissima, Olearia pannosa, Hibbertia andrewsiana, Hibbertia pallidiflora, Bidens sambucifolia, Lobelia rhombifolia, Cupressus atlantica)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 46371 records from 485 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020979-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/browneg-ouc11399fzco
title: Audiovisual material, posters and other material added to the collection from accession no. 2023-011

description: The Edmund G. Brown, Jr. papers comprise the papers of Jerry Brown during his tenure as California Secretary of State (1971-1975) and his first two terms as the Governor of California (1975-1983). Over the course of his career, Jerry Brown has served as the California Secretary of State (1971-1975), the 34th Governor of California (1975-1983), the Mayor of Oakland (1999-2007), the Attorney General of California (2007-2011), and the 39th Governor of California (2011-2019).
DOI: 10.25549/browneg-ouc11399fzcj
title: Audiovisual material, posters and other material added to the collection from accession no. 2023-011

description: The Edmund G. Brown, Jr. papers comprise the papers of Jerry Brown during his tenure as California Secretary of State (1971-1975) and his first two terms as the Governor of California (1975-1983). Over the course of his career, Jerry Brown has served as the California Secretary of State (1971-1975), the 34th Governor of California (1975-1983), the Mayor of Oakland (1999-2007), the Attorney General of California (2007-2011), and the 39th Governor of California (2011-2019).
DOI: 10.25549/browneg-ouc11399fzch
title: Audiovisual material, posters and other material added to the collection from accession no. 2023-011

description: The Edmund G. Brown, Jr. papers comprise the papers of Jerry Brown during his tenure as California Secretary of State (1971-1975) and his first two terms as the Governor of California (1975-1983). Over the course of his career, Jerry Brown has served as the California Secretary of State (1971-1975), the 34th Governor of California (1975-1983), the Mayor of Oakland (1999-2007), the Attorney General of California (2007-2011), and the 39th Governor of California (2011-2019).
DOI: 10.25549/browneg-ouc11399fzc1
title: Audiovisual material, posters and other material added to the collection from accession no. 2023-011

description: The Edmund G. Brown, Jr. papers comprise the papers of Jerry Brown during his tenure as California Secretary of State (1971-1975) and his first two terms as the Governor of California (1975-1983). Over the course of his career, Jerry Brown has served as the California Secretary of State (1971-1975), the 34th Governor of California (1975-1983), the Mayor of Oakland (1999-2007), the Attorney General of California (2007-2011), and the 39th Governor of California (2011-2019).
DOI: 10.25549/browneg-ouc11399hef5
title: Conversation with Jerry Brown, San Francisco Examiner

description: Video recording (VHS) of the San Francisco Examiner interviewing Jerry Brown on his presidential candidacy. Tape #1126, VHS #150a.
DOI: 10.25549/browneg-ouc11399hdrq
title: Pat Brown Institute of Public Affairs, "19th Annual PBI Awards Dinner", 2000-04-13

description: Video recording (VHS) of 19th Annual PBI Awards Dinner for Edmund G. "Pat" Brown Institute of Public Affairs, held at the Regal Biltmore Hotel, Los Angeles, California, USA, 2000 April 13.
DOI: 10.25549/browneg-ouc11399hd96
title: Oakland High School Benefit, 1999-10-23

description: Video recording (VHS) of a benefit for Oakland High School at Yoshi's Jazz Club, Oakland, California, USA, 1999 October 23. Features Jerry Brown briefly. Video 16.