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

description: A dataset containing 1329 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 13.1052328342781",
 "DecimalLongitude is less than 13.1082923874625",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 1329 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014506-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aetg98
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ophioglossum lancifolium C.Presl",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((32.064 -28.9416,32.4847 -28.5786,30.5701 -28.5786,30.5701 -30.7329,30.6252 -30.6659,31.4179 -29.4257,31.8178 -29.0299,32.064 -28.9416))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050626-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x9bjjy
title: Occurrence Download

description: A dataset containing 185351 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Aesculus hippocastanum L."
 ]
}

 The dataset includes 185351 records from 1183 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050616-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15621862
title: SMCBenchmark

description: The processed (already converted MIDI/csv files to npy files) but unquantized SMCBenchmark for symbolic music classification.

Paper name (to cite the benchmark)

Jun-You Wang and Li Su, "Improving BERT for symbolic music understanding using token denoising and pianoroll prediction," ISMIR 2025.

Data format

Each dataset contains two files: note list and groundtruth labels. 

For example, 'pm2s_train.npy' is the data list while 'pm2s_train_beatans.npy' is the groundtruth of the dataset (PM2S) for the BP task.

Each data list contains a list of songs; each song contains a list of notes; each note is represented as [onset, offset, MIDI pitch]. Except BP/DbP (where onset and offset times are "pseudo" crotchet beats), all onset and offset times are represented in crotchet beats.

For sequence prediction tasks (SGC/PR/ER), the groundtruth is a list of integer, each indicates the class label of a song; for note-level prediction tasks, the groundtruth is a list of label list; each label in the label list indicates the class label of a note in a song.

Evaluation details

In our implementation, for sequence prediction tasks, the note sequences are segmented to 512-note segments, and the accuracy is computed at the segment level (not the whole song level). This follows the implementation of MidiBERT.

Note that this "512" parameter has nothing to do with the actual max length of the pretrained model (actually, the default setting of the proposed M2BERT has a max note length of 1024).

For cross-validation tasks, the accuracy is computed for each fold; then, we average all folds' accuracies to obtain the final results.

For other evaluation details, please see https://github.com/york135/SMCBenchmark 

Data names




Task
Data files
Groundtruth files


SGC
tagatraum_{train, valid, test}.npy
tagatraum_{train, valid, test}_genreans.npy


BP
pm2s_{train, valid, test}.npy
pm2s_{train, valid, test}_beatans.npy


DbP
pm2s_{train, valid, test}.npy
pm2s_{train, valid, test}_downbeatans.npy


CR


augnet_{train, valid, test}.npy



augnet_{train, valid, test}_chordrootans.npy



LK
augnet_{train, valid, test}.npy
augnet_{train, valid, test}_localkeyans.npy


ME
pop909_{train, valid, test}.npy
pop909_{train, valid, test}_melodyans.npy


VE
pop909_{train, valid, test}.npy
pop909_{train, valid, test}_velocityans.npy


OTC
orch_{train, valid, test}.npy
orch_{train, valid, test}_textureans.npy


PS
pianist8_fold_{0, 1, 2, 3, 4}.npy
pianist8_fold_{0, 1, 2, 3, 4}_composerans.npy


ER
emopia_fold_{0, 1, 2, 3, 4}.npy
emopia_fold_{0, 1, 2, 3, 4}_emotionans.npy


VF
tnua_{train, valid, test}.npy
tnua_{train, valid, test}_violin_allans.npy


MNID
bps_motif_fold_{0, 1, 2, 3, 4}.npy
bps_motif_fold_{0, 1, 2, 3, 4}_mnidans.npy




Please feels free to report any issue by sending e-mail to me (junyouwang135@gmail.com) !
DOI: 10.5281/zenodo.15681035
title: SMCBenchmark

description: The processed (already converted MIDI/csv files to npy files) but unquantized SMCBenchmark for symbolic music classification.

Paper name (to cite the benchmark)

Jun-You Wang and Li Su, "Improving BERT for symbolic music understanding using token denoising and pianoroll prediction," ISMIR 2025.

Data format

Each dataset contains two files: note list and groundtruth labels. 

For example, 'pm2s_train.npy' is the data list while 'pm2s_train_beatans.npy' is the groundtruth of the dataset (PM2S) for the BP task.

Each data list contains a list of songs; each song contains a list of notes; each note is represented as [onset, offset, MIDI pitch]. Except BP/DbP (where onset and offset times are "pseudo" crotchet beats), all onset and offset times are represented in crotchet beats.

For sequence prediction tasks (SGC/PR/ER), the groundtruth is a list of integer, each indicates the class label of a song; for note-level prediction tasks, the groundtruth is a list of label list; each label in the label list indicates the class label of a note in a song.

Evaluation details

In our implementation, for sequence prediction tasks, the note sequences are segmented to 512-note segments, and the accuracy is computed at the segment level (not the whole song level). This follows the implementation of MidiBERT.

Note that this "512" parameter has nothing to do with the actual max length of the pretrained model (actually, the default setting of the proposed M2BERT has a max note length of 1024).

For cross-validation tasks, the accuracy is computed for each fold; then, we average all folds' accuracies to obtain the final results.

For other evaluation details, please see https://github.com/york135/SMCBenchmark 

Data names




Task
Data files
Groundtruth files


SGC
tagatraum_{train, valid, test}.npy
tagatraum_{train, valid, test}_genreans.npy


BP
pm2s_{train, valid, test}.npy
pm2s_{train, valid, test}_beatans.npy


DbP
pm2s_{train, valid, test}.npy
pm2s_{train, valid, test}_downbeatans.npy


CR


augnet_{train, valid, test}.npy



augnet_{train, valid, test}_chordrootans.npy



LK
augnet_{train, valid, test}.npy
augnet_{train, valid, test}_localkeyans.npy


ME
pop909_{train, valid, test}.npy
pop909_{train, valid, test}_melodyans.npy


VE
pop909_{train, valid, test}.npy
pop909_{train, valid, test}_velocityans.npy


OTC
orch_{train, valid, test}.npy
orch_{train, valid, test}_textureans.npy


PS
pianist8_fold_{0, 1, 2, 3, 4}.npy
pianist8_fold_{0, 1, 2, 3, 4}_composerans.npy


ER
emopia_fold_{0, 1, 2, 3, 4}.npy
emopia_fold_{0, 1, 2, 3, 4}_emotionans.npy


VF
tnua_{train, valid, test}.npy
tnua_{train, valid, test}_violin_allans.npy


MNID
bps_motif_fold_{0, 1, 2, 3, 4}.npy
bps_motif_fold_{0, 1, 2, 3, 4}_mnidans.npy




Please feels free to report any issue by sending e-mail to me (junyouwang135@gmail.com) !
DOI: 10.15468/dl.q8j5dy
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75 -15,-55 -15,-55 0,-75 0,-75 -15))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bactris gasipaes var. chichagui (H.Karst.) A.J.Hend."
 ]
}

 The dataset includes 58 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050628-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.es5vgb
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ophioglossum lancifolium C.Presl",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.5808 -24.13,35.5909 -24.0715,30.5701 -24.0715,30.5701 -28.5786,32.4847 -28.5786,32.55 -28.5222,33.0346 -26.8668,32.9741 -26.7838,33.0415 -26.059,32.9304 -26.0011,32.7994 -26.1281,32.6834 -26.0015,32.813 -25.8728,32.8513 -25.7166,33.3048 -25.3731,35.1489 -24.6699,35.5808 -24.13))"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050629-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15681208
title: Industrial PV Rooftop daily dataset

description: The file contains a set of real monitored data from a photovoltaic system on an industrial rooftop. Each column represents a monitored variable (meteorological, DC or AC) and each row represents the values every minute.
DOI: 10.15468/dl.h9sv3t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ophioglossum lancifolium C.Presl",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((31.8862 -21.3285,30.5701 -20.3186,30.5701 -24.0715,35.5909 -24.0715,35.6007 -24.0157,35.6007 -23.8125,35.4969 -23.7035,35.6007 -23.165,35.6007 -22.9702,35.227 -22.2482,34.6862 -21.6944,34.013 -21.3095,33.5 -21.1593,32.9675 -21.1092,32.4352 -21.1612,31.8862 -21.3285))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050635-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15681207
title: Industrial PV Rooftop daily dataset

description: The file contains a set of real monitored data from a photovoltaic system on an industrial rooftop. Each column represents a monitored variable (meteorological, DC or AC) and each row represents the values every minute.
DOI: 10.15468/dl.1pzpcu
title: Occurrence Download

description: A dataset containing 7928 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Scarabaeoidea y colección de tipos de la colección entomológica del Centro de Estudios en Zoología, Universidad de Guadalajara"
 ]
}

 The dataset includes 7928 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012077-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.542ure
title: Occurrence Download

description: A dataset containing 82 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 Oenanthe phillipsi (Shelley, 1885)"
 ]
}

 The dataset includes 82 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002989-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5d6msm
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phylloicus paprockii AL Prather, 2003"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0324436-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jjs3yy
title: Occurrence Download

description: A dataset containing 200 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "TaxonKey is Hyloxalus shuar (Duellman & Simmons, 1988)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 200 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012078-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xu8ych
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Moehringia insubrica Degen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002481-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y3wznu
title: Occurrence Download

description: A dataset containing 3768 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is Mexico",
 "TaxonKey is Plumeria rubra L."
 ]
}

 The dataset includes 3768 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153407-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a3k2do
title: Occurrence Download

description: A dataset containing 1459 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bradypus variegatus Schinz, 1825"
 ]
}

 The dataset includes 1459 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012082-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwfr2b
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Petasites kablikianus Tausch ex Bercht.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 30 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005920-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ws2msc
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dioon oaxacensis Gut.Ortega, Pérez-Farr. & Vovides"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153408-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zbovb6
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "TaxonKey is Telmatobius niger Barbour & Noble, 1920",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 102 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012081-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.exk2us
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dasylirion occidentalis Bogler ex Hochstätter"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153409-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.45rn4i
title: Occurrence Download

description: A dataset containing 3327 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Ctenosaura pectinata (Wiegmann, 1834)"
 ]
}

 The dataset includes 3327 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012073-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.updt4s
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Croton longicarpus A.P.N.Pereira, Caruzo & Riina"
 ]
}

 The dataset includes 19 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153410-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nfx0e7
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bolitoglossa resplendens McCoy & Walker, 1966"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034017-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jfuwrc
title: Occurrence Download

description: A dataset containing 772 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Freshwater Lamprey Survey Data"
 ]
}

 The dataset includes 772 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005919-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w1azhw
title: Occurrence Download

description: A dataset containing 215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Caperonia A.St.-Hil."
 ]
}

 The dataset includes 215 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005366-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b7hed5
title: Occurrence Download

description: A dataset containing 151132 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Haliaeetus leucogaster (Gmelin, 1788)",
 "HasCoordinate is True",
 "Year is greater than or equal to 1900",
 "Year is less than or equal to 2021",
 "Month is greater than or equal to January",
 "Month is less than or equal to December",
 "HasGeospatialIssue is False"
 ]
}

 The dataset includes 151132 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008193-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e9a2jw
title: Occurrence Download

description: A dataset containing 8985 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Phenology and biological traits of migrating river lamprey (Lampetra fluviatilis) sampled by trapping in the Bresle river (France)."
 ]
}

 The dataset includes 8985 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005912-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qkcjiq
title: Occurrence Download

description: A dataset containing 33347 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is CE-UFPE - Coleção Entomológica da UFPE"
 ]
}

 The dataset includes 33347 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005367-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s9fsgh
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trilepida nicefori (Dunn, 1946)"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012577-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.54rvvh
title: Occurrence Download

description: A dataset containing 772 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Freshwater Lamprey Survey Data"
 ]
}

 The dataset includes 772 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005939-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5vdoix
title: Occurrence Download

description: A dataset containing 360 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Chiropetalum A.Juss."
 ]
}

 The dataset includes 360 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005372-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uhczhm
title: Occurrence Download

description: A dataset containing 3498 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is Mexico",
 "TaxonKey is Psidium guajava L."
 ]
}

 The dataset includes 3498 records from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153411-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.24tg52
title: Occurrence Download

description: A dataset containing 3280 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Swietenia macrophylla G.King"
 ]
}

 The dataset includes 3280 records from 204 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033191-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.