cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.vnoc4r
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Suillus cothurnatus Singer"
 ]
}

 The dataset includes 68 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002511-190307172214381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mws4cl
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calophyllum insularum P.F.Stevens"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036234-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u9ylwt
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen"
 ]
 },
 "Geometry POLYGON((-117.50977 12.72608,-82.70508 12.72608,-82.70508 33.43144,-117.50977 33.43144,-117.50977 12.72608))",
 "HasCoordinate is true",
 "TaxonKey is Pinus cembroides subsp. orizabensis D.K.Bailey",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 41 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002511-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2umqcp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xylotrechus takakuwai Kusama, 1977",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0217707-220831081235567/datasets/export for details.
DOI: 10.15468/dl.tuyjep
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen"
 ]
 },
 "TaxonKey is Dendropanax macropodus (Harms) Harms"
 ]
}

 The dataset includes 61 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002408-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lgzfe8
title: Occurrence Download

description: A dataset containing 212 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Maskaheros argenteus (Allgayer, 1991)"
 ]
}

 The dataset includes 212 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031899-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xdbdgu
title: Occurrence Download

description: A dataset containing 1700 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Norway",
 "Year 2017-2018",
 "Geometry POLYGON((2.54883 54.26522,42.27539 54.26522,42.27539 71.24436,2.54883 71.24436,2.54883 54.26522))",
 "TaxonKey is Reptilia",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1700 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002408-180925134338326/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uhn2jm
title: Occurrence Download

description: A dataset containing 359 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "Geometry POLYGON ((9.474637 47.057457, 9.510277 47.092499, 9.512499 47.100273, 9.512777 47.109444, 9.511389 47.121666, 9.505554 47.139999, 9.49861 47.15361, 9.489721 47.165550, 9.484444 47.179718, 9.484165 47.192215, 9.485832 47.200272, 9.491388 47.215271, 9.502222 47.231384, 9.533569 47.274544, 9.566387 47.243889, 9.622776 47.150551, 9.633888 47.130554, 9.63611 47.10361, 9.634998 47.094994, 9.627222 47.086388, 9.610277 47.070274, 9.603611 47.065826, 9.598635 47.063835, 9.544722 47.070000, 9.538055 47.070000, 9.506388 47.064720, 9.485277 47.061104, 9.474637 47.057457))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 359 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039338-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ykvj9p
title: Occurrence Download

description: A dataset containing 359867 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Anthriscus sylvestris (L.) Hoffm.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 359867 records from 732 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002408-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.7860222
title: StemGMD: A Large-Scale Audio Dataset of Isolated Drum Stems for Deep Drums Demixing - part 1

description: We introduce StemGMD, a new large-scale dataset of isolated drum stems that builds upon the extensive MIDI collection found in Magenta's Groove MIDI Dataset (GMD).

GMD is a 13.6-hour corpus of expressive drum performances executed by ten drummers on a Roland TD-11 electronic drum kit. It contains 1150 MIDI files along with the corresponding full-kit audio mixtures.

As a first step in creating StemGMD, we mapped the 22 different MIDI pitches found in the original files onto nine canonical instruments through the reduction scheme proposed  in J. Gillick, A. Roberts, J. Engel, D. Eck, and D. Bamman, "Learning to groove with inverse sequence transformations," in International Conference on Machine Learning (ICML), vol. 97, 2019, pp. 2269–2279.

Each of the nine resulting MIDI channels was manually synthesized as a 16-bit/44.1 kHz stereo WAV file using ten realistic-sounding acoustic drum kits sourced from the Logic Pro X sample libraries, i.e., Bluebird, Brooklyn, Detroit Garage, East Bay, Heavy, Motown Revisited, Portland, Retro Rock, Roots, and SoCal.

As a result, StemGMD contains 1224 hours of audio, which correspond to more than 136 hours of full-kit mixtures. Moreover, StemGMD also contains single hits for each of the drum pieces at ten different velocities ranging from 30 to 127.

To the best of our knowledge, StemGMD is the largest publicly available dataset of drums to date. Moreover, it is the first collection of single-instrument clips from all nine pieces in a canonical drum kit, making it well-suited for training deep drums demixing models.

 

*** THIS IS PART 1 OF 2 ***

Download part 2 here: https://zenodo.org/records/7882857  (now available!) 

After downloading both parts, run unzip_StemGMD.sh to build the dataset from the split archive files.Once unzipped, StemGMD will take just over 1.13 TB of memory.

 

The dataset is made available under a Creative Commons Attribution 4.0 International (CC BY 4.0) License.

____________________________

We employed the dataset in our paper titled "Toward Deep Drum Source Separation," published in Pattern Recognition Letters. 









Please, cite this work as: A. I. Mezza, R. Giampiccolo, A. Bernardini, and A. Sarti, "Toward Deep Drum Source Separation," Pattern Recognition Letters, vol. 183, pp. 86-91, 2024, doi: 10.1016/j.patrec.2024.04.026.

@article{mezza2024,
title = {Toward deep drum source separation},
author = {Alessandro Ilic Mezza and Riccardo Giampiccolo and Alberto Bernardini and
Augusto Sarti},
journal = {Pattern Recognition Letters},
volume = {183},
pages = {86-91},
year = {2024},
issn = {0167-8655},
doi = {https://doi.org/10.1016/j.patrec.2024.04.026}
}
DOI: 10.5281/zenodo.7860223
title: StemGMD: A Large-Scale Audio Dataset of Isolated Drum Stems for Deep Drums Demixing - part 1

description: We introduce StemGMD, a new large-scale dataset of isolated drum stems that builds upon the extensive MIDI collection found in Magenta's Groove MIDI Dataset (GMD).

GMD is a 13.6-hour corpus of expressive drum performances executed by ten drummers on a Roland TD-11 electronic drum kit. It contains 1150 MIDI files along with the corresponding full-kit audio mixtures.

As a first step in creating StemGMD, we mapped the 22 different MIDI pitches found in the original files onto nine canonical instruments through the reduction scheme proposed  in J. Gillick, A. Roberts, J. Engel, D. Eck, and D. Bamman, "Learning to groove with inverse sequence transformations," in International Conference on Machine Learning (ICML), vol. 97, 2019, pp. 2269–2279.

Each of the nine resulting MIDI channels was manually synthesized as a 16-bit/44.1 kHz stereo WAV file using ten realistic-sounding acoustic drum kits sourced from the Logic Pro X sample libraries, i.e., Bluebird, Brooklyn, Detroit Garage, East Bay, Heavy, Motown Revisited, Portland, Retro Rock, Roots, and SoCal.

As a result, StemGMD contains 1224 hours of audio, which correspond to more than 136 hours of full-kit mixtures. Moreover, StemGMD also contains single hits for each of the drum pieces at ten different velocities ranging from 30 to 127.

To the best of our knowledge, StemGMD is the largest publicly available dataset of drums to date. Moreover, it is the first collection of single-instrument clips from all nine pieces in a canonical drum kit, making it well-suited for training deep drums demixing models.

 

*** THIS IS PART 1 OF 2 ***

Download part 2 here: https://zenodo.org/records/7882857  (now available!) 

After downloading both parts, run unzip_StemGMD.sh to build the dataset from the split archive files.Once unzipped, StemGMD will take just over 1.13 TB of memory.

 

The dataset is made available under a Creative Commons Attribution 4.0 International (CC BY 4.0) License.

____________________________

We employed the dataset in our paper titled "Toward Deep Drum Source Separation," published in Pattern Recognition Letters. 









Please, cite this work as: A. I. Mezza, R. Giampiccolo, A. Bernardini, and A. Sarti, "Toward Deep Drum Source Separation," Pattern Recognition Letters, vol. 183, pp. 86-91, 2024, doi: 10.1016/j.patrec.2024.04.026.

@article{mezza2024,
title = {Toward deep drum source separation},
author = {Alessandro Ilic Mezza and Riccardo Giampiccolo and Alberto Bernardini and
Augusto Sarti},
journal = {Pattern Recognition Letters},
volume = {183},
pages = {86-91},
year = {2024},
issn = {0167-8655},
doi = {https://doi.org/10.1016/j.patrec.2024.04.026}
}
DOI: 10.15468/dl.c2xh5a
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Embelia micrantha (A.DC.) A.DC.",
 "Year 1990-2022"
 ]
}

 The dataset includes 16 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060049-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mp4hjh
title: Occurrence Download

description: A dataset containing 582 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sophora tetraptera J.F.Mill."
 ]
}

 The dataset includes 582 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044962-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4je8nv
title: Occurrence Download

description: A dataset containing 453 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Aratinga jandaya (Gmelin, 1788)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 453 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002408-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wz7hgg
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "HasCoordinate is true",
 "TaxonKey is Rhododendron ponticum subsp. baeticum (Boiss. & Reut.) Hand.-Mazz.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013134-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57756/78yafg
title: 3D model of a garlic model

description: <p>3D scan of a model of garlic. The model was created around 1803 most 
likely by Franz Stoll or Johann Jaich, who were employed at the 
Naturalien-Cabinet, the predecessor of the Natural History Museum 
Vienna, as wax modellers. It is made of plaster and was coloured by 
hand. The model was used in the exhibit of the Naturalien-Cabinet.</p>
DOI: 10.15468/dl.zby8rq
title: Occurrence Download

description: A dataset containing 114608 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "DatasetKey is EOD – eBird Observation Dataset",
 "TaxonKey is Accipitriformes"
 ]
}

 The dataset includes 114608 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072231-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.okimip
title: Occurrence Download

description: A dataset containing 855 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lilium auratum Lindl."
 ]
}

 The dataset includes 855 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031403-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8lm3gg
title: Occurrence Download

description: A dataset containing 17770 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prionops plumatus (Shaw, 1809)"
 ]
}

 The dataset includes 17770 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012093-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26ku6x
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alsophila mapahuwensis (M.Kato) Lehnert & Coritico"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002023-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uxfy5k
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium chaboissaei Arv.-Touv."
 ]
}

 The dataset includes 84 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024631-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zcbljh
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ambystoma rivulare (Taylor, 1940)"
 ]
}

 The dataset includes 123 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012094-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tb37xt
title: Occurrence Download

description: A dataset listing the 669 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75.1 6.35,-74.8 6.35,-74.8 6.48,-75.1 6.48,-75.1 6.35))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Animalia"
 ]
}

 The dataset's 669 records were derived from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024648-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.udncfc
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Barleria glandulifera Lindau"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038314-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ehzf4b
title: Occurrence Download

description: A dataset containing 291 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Homalium caryophyllaceum (Zoll. & Moritzi) Benth."
 ]
}

 The dataset includes 291 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024679-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c6dxwf
title: Occurrence Download

description: A dataset containing 1971 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((120 54.85811, 126 54.85811, 126 56.16563, 120 56.16563, 120 54.85811))"
 ]
}

 The dataset includes 1971 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038308-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h1zj7v
title: Occurrence Download

description: A dataset containing 2324 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Eriophyoid Mites of Poland"
 ]
}

 The dataset includes 2324 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012094-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7bvyzu
title: Occurrence Download

description: A dataset containing 560070 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is one of (Acer platanoides L., Adelges tsugae Annand, 1924, Agrilus planipennis Fairmaire, 1888, Alliaria petiolata (M.Bieb.) Cavara & Grande, Channa argus (Cantor, 1842), Crocodylus niloticus Laurenti, 1768, Dreissena polymorpha (Pallas, 1771), Faxonius rusticus (Girard, 1852), Frangula alnus Mill., Heracleum mantegazzianum Sommier & Levier, Heracleum sphondylium L., Hydrocharis morsus-ranae L., Impatiens glandulifera Royle, Kali tragus (L.) Scop., Lissachatina fulica (Bowdich, 1822), Lycorma delicatula (White, 1845), Myriophyllum spicatum L., Phragmites australis subsp. australis, Potamogeton crispus L., Pterois volitans (Linnaeus, 1758), Pueraria lobata (Willd.) Ohwi, Python bivittatus Kuhl, 1820, Reynoutria japonica Houtt., Reynoutria sachalinensis (F.Schmidt) Nakai, Reynoutria ×bohemica Chrtek & Chrtková, Rhamnus cathartica L., Rhinella marina (Linnaeus, 1758), Stratiotes aloides L., Trapa natans L., Vincetoxicum nigrum (L.) Moench, Vincetoxicum rossicum (Kleopow) Barbar.)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 560070 records from 552 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010372-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jzhvbz
title: Occurrence Download

description: A dataset containing 3897 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pinus densiflora Siebold & Zucc.",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3897 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024689-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rejkul
title: Occurrence Download

description: A dataset containing 2150573 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thryothorus ludovicianus (Latham, 1790)"
 ]
}

 The dataset includes 2150573 records from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012094-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vug9by
title: Occurrence Download

description: A dataset containing 38790 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Aedes albopictus (Skuse, 1894), Aedes aegypti (Linnaeus, 1762))"
 ]
}

 The dataset includes 38790 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093788-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mevdsf
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ambystoma silvense Webb, 2004"
 ]
}

 The dataset includes 37 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012096-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.25904089
title: Gene list for Venn plot

description: Gene list for Venn plot.
DOI: 10.6084/m9.figshare.25904089.v1
title: Gene list for Venn plot

description: Gene list for Venn plot.