cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.23kjhk
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Iran (Islamic Republic of)",
 "Country is Türkiye",
 "Country is Iraq",
 "Country is Syrian Arab Republic",
 "Country is Lebanon"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Quercus brantii Lindl."
 ]
}

 The dataset includes 47 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0188994-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nvkekq
title: Occurrence Download

description: A dataset containing 484 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prasophyllum parvifolium Lindl."
 ]
}

 The dataset includes 484 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0094395-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j58j53
title: Occurrence Download

description: A dataset containing 1130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Magnoliopsida, Liliopsida, Gnetopsida, Cycadopsida, Cycadopsis Debey, 1848, Pinopsida, Ginkgoopsida)",
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "Geometry MULTIPOLYGON (((-72.143 -9.534, -71.964 -9.732028, -71.983 -10.055, -71.408 -9.959274, -71.442 -10.358, -71.124 -10.358, -71.10036 -10.27736, -71.06866 -10.24558, -71.05834 -10.19859, -71.05805 -10.19705, -71.05801 -10.19652, -71.058 -10.196, -71.058 -10.189, -71.06057 -10.18231, -71.16161 -10.05955, -71.085 -9.89, -71.38006 -9.593944, -71.22964 -9.344, -71.15651 -9.355936, -71.1009 -9.297147, -71.116 -9.250004, -71.11006 -9.221052, -71.11005 -9.215955, -71.11012 -9.215436, -71.11022 -9.214921, -71.11034 -9.214412, -71.11086 -9.212933, -71.112 -9.211005, -71.11266 -9.206416, -71.11618 -9.20187, -71.11686 -9.192933, -71.19157 -9.054688, -71.03986 -8.604, -70.64893 -8.396135, -70.52786 -8.148933, -70.81114 -7.836933, -71.21079 -8.186954, -71.2766 -8.720085, -71.68015 -9.166212, -71.99593 -8.777864, -72.16795 -8.986, -72.143 -9.534)))"
 ]
}

 The dataset includes 1130 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0177839-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j87dr9
title: Occurrence Download

description: A dataset containing 1156 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Polihierax insignis Walden, 1872"
 ]
}

 The dataset includes 1156 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189034-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ns4gjw
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quesnelia indecora Mez"
 ]
}

 The dataset includes 59 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099540-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ah5jy
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Magnoliopsida, Liliopsida, Gnetopsida, Cycadopsida, Cycadopsis Debey, 1848, Pinopsida, Ginkgoopsida)",
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "Geometry MULTIPOLYGON (((31.5712 -8.817, 31.37252 -8.639759, 31.325 -8.63, 31.3092 -8.635392, 31.29789 -8.63822, 31.28721 -8.640161, 31.27919 -8.643, 31.163 -8.653, 31.12249 -8.676, 31.08624 -8.683, 31.036 -8.683, 30.90419 -8.696753, 30.73053 -9.17158, 30.81995 -9.277788, 31.34197 -9.115947, 31.441 -8.937926, 31.85 -8.746, 31.5712 -8.817)))"
 ]
}

 The dataset includes 130 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0177867-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nyeq3h
title: Occurrence Download

description: A dataset containing 401345 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gallinula tenebrosa Gould, 1846"
 ]
}

 The dataset includes 401345 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0377009-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f5vkjb
title: Occurrence Download

description: A dataset containing 13633 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Neomys fodiens (Pennant, 1771), Rattus rattus (Linnaeus, 1758))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 13633 records from 254 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0168455-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hkcuuk
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quesnelia blanda (Schott ex Beer) Mez"
 ]
}

 The dataset includes 28 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099523-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nd9ytc
title: Occurrence Download

description: A dataset containing 1415 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coracina azurea (Cassin, 1852)"
 ]
}

 The dataset includes 1415 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0382339-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twcsqn
title: Occurrence Download

description: A dataset containing 26903 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "Geometry POLYGON((85.00507 47.64306,89.97374 47.64306,89.97374 50.42195,85.00507 50.42195,85.00507 47.64306))",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata",
 "Year 1970-2023"
 ]
}

 The dataset includes 26903 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099529-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nefu4x
title: Occurrence Download

description: A dataset containing 126421 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "Geometry POLYGON((-169.10156 70.14036,-168.39844 67.06743,-169.10156 59.17593,-173.32031 54.16243,-123.39844 17.97873,-77.69531 -28.92163,-87.77481 -60.35224,-36.68894 -56.97397,-37.61778 -39.24118,-30.1871 -17.37524,-37.61778 18.25951,-49.69262 45.41349,-36.91406 51.61802,-33.05072 65.16474,-9.87229 71.19014,-2.46094 83.59903,-66.44531 84.40594,-127.61719 81.09321,-149.41406 75.84517,-169.10156 70.14036))",
 "HasGeospatialIssue is false",
 "TaxonKey is Herpetotheres Vieillot, 1817",
 "Year 1980-2021"
 ]
}

 The dataset includes 126421 records from 140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0172975-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11002307
title: heliconius_melpomene_spades_01.fasta.gz

description: .
DOI: 10.5281/zenodo.11002308
title: heliconius_melpomene_spades_01.fasta.gz

description: .
DOI: 10.15468/dl.48n58n
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Coronatae"
 ]
}

 The dataset includes 18 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189062-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7b8x6w
title: Occurrence Download

description: A dataset containing 26734 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Database of Vascular Plants of Himalaya"
 ]
}

 The dataset includes 26734 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084053-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v2nku4
title: Occurrence Download

description: A dataset containing 279 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Magnoliopsida, Liliopsida, Gnetopsida, Cycadopsida, Cycadopsis Debey, 1848, Pinopsida, Ginkgoopsida)",
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "Geometry MULTIPOLYGON (((-69.00954 -3.98191, -68.372 -4.251, -68.372 -4.051701, -68.04434 -3.766412, -68.33459 -3.273341, -68.51444 -3.191333, -69.13745 -3.230613, -69.54194 -3.594929, -69.00954 -3.98191)))"
 ]
}

 The dataset includes 279 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0177848-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3kpymf
title: Occurrence Download

description: A dataset containing 978163 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Artemisia L."
 ]
}

 The dataset includes 978163 records from 1850 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0202822-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/w233ql
title: PXRD raw data and modelling files for unsupported ex-situ MoS2

description: This dataset contains PXRD data for in-situ generated MoS2 nanoparticles; raw data as well as simulation files. Due to initial mislabeling of a structure file, some of the simulation files contain references to 4H-MoS2 where 2H-MoS2 is expected; this could not easily be changed without breaking the simulation code and so was left in. Instrument configuration files are available in the related data set "PXRD raw data and modelling files for unsupported in-situ MoS2" (https://doi.org/10.7910/DVN/E4MYLL)
DOI: 10.7910/dvn/e4myll
title: PXRD raw data and modelling files for unsupported in-situ MoS2

description: This dataset contains PXRD data for in-situ generated MoS2 nanoparticles; raw data as well as simulation files. Due to initial mislabeling of a structure file, some of the simulation files contain references to 4H-MoS2 where 2H-MoS2 is expected; this could not easily be changed without breaking the simulation code and so was left in.
DOI: 10.15468/dl.nfnfxr
title: Occurrence Download

description: A dataset containing 10706 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Coenonympha hero (Linnaeus, 1761)"
 ]
}

 The dataset includes 10706 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038762-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3n6u9v
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Stenocercus chrysopygus Boulenger, 1900"
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038763-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ekwg68
title: Occurrence Download

description: A dataset containing 307147 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bombus lapidarius (Linnaeus, 1758)"
 ]
}

 The dataset includes 307147 records from 805 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038750-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dsywkf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carex burchelliana Boeckeler",
 "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 ((27.1332 -20.158,25.5395 -23.2724,25.5395 -24.0715,30.5701 -24.0715,30.5701 -20.3186,29.6496 -19.6123,28.947 -19.4003,28.1821 -19.4609,27.6072 -19.7214,27.1332 -20.158))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038764-250525065834625/datasets/export for details.
DOI: 10.25345/c5z892t2x
title: MassIVE MSV000098147 - XIAMENUNIVERSITY-QIUYAN-A11-LU-11
title: A11 LU-11 3033057-90-5 Trichoderma lixii C18H19NO4 313
DOI: 10.57833/cidacs/wihghi
title: Extração da coorte de cem milhões de Brasileiros vinculada ao sistema de informações sobre mortalidade

description: Base produzida e utilizada com a finalidade de alcance do objetivo de "Avaliar o impacto do Bolsa Família (programa de transferência de renda condicionada) na saúde cardiovascular", componente do projeto intitulado: "Grupo De Pesquisa Em Saúde Global Sobre Políticas E Desigualdades Em Saúde – NIHR Global Health Research Group In Social Policy And Health Iniqualities".
DOI: 10.5281/zenodo.15648567
title: Processed Metagenomic Data (Assemblies and Bins) Using MetaBolt and MetaWRAP

description: This repository contains processed metagenomic data derived from three distinct microbiome environments: gut, air, and sewage. Each dataset was analyzed using two genome-resolved metagenomic pipelines:





MetaBolt – A computationally efficient, Nextflow-based pipeline employing an optimized set of k-mers for rapid and scalable recovery of metagenome-assembled genomes (MAGs).




MetaWRAP – A widely adopted modular pipeline designed for comprehensive metagenomic binning and genome reconstruction.



This dataset is intended to support reproducible benchmarking and comparative performance analysis of metagenomic assembly and binning tools.

Microbiome Datasets

The following publicly available datasets were used:





Gut Microbiome – NCBI BioProject: PRJNA400621




Air Microbiome – NCBI BioProject: PRJNA428491




Sewage Microbiome – NCBI BioProject: PRJNA319198



Each microbiome dataset contains 10 representative samples, processed with both MetaBolt and MetaWRAP using identical inputs.

Citation

If you use this dataset or any part of it in your work, please cite the following resources accordingly:

If you use MetaBolt:

MetaBolt: A Computationally Efficient Pipeline for the Rapid Recovery of Metagenome-Assembled Genomes. [Journal Name], 2025.Zenodo DOI: https://doi.org/10.5281/zenodo.15243430

If you use MetaWRAP:

MetaWRAP – a flexible pipeline for genome-resolved metagenomic data analysis. Microbiome. 2018;6:158.DOI: https://doi.org/10.1186/s40168-018-0541-1
DOI: 10.15468/dl.yqa6bb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Actinotaenium (Nägeli) Teiling, 1954",
 "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 ((20.7576 -24.3688,20.529 -24.0715,20.509 -24.0715,20.509 -28.5786,25.5395 -28.5786,25.5395 -24.0715,25.1306 -24.0715,24.9333 -24.4571,23.8962 -24.2467,22.8065 -24.295,22.3719 -24.7207,22.2323 -25.547,22.0387 -25.7188,21.7833 -25.7784,21.5388 -25.7113,21.3553 -25.5415,20.7576 -24.3688))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038765-250525065834625/datasets/export for details.
DOI: 10.15468/dl.g56wex
title: Occurrence Download

description: A dataset containing 6246 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bombus magnus Vogt, 1911"
 ]
}

 The dataset includes 6246 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038766-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57833/cidacs/v68uff
title: Extração da coorte de cem milhões de Brasileiros vinculada ao sistema de informações sobre mortalidade

description: Base produzida e utilizada com a finalidade de alcance do objetivo de "Avaliar o impacto do Programa Minha Casa Minha Vida sobre a ocorrência de tuberculose, hanseníase, HIV/Aids, prematuridade, diarreia, mortalidade infantil e saúde cardiovascular", componente do projeto intitulado: "Grupo De Pesquisa Em Saúde Global Sobre Políticas E Desigualdades Em Saúde – NIHR Global Health Research Group In Social Policy And Health Iniqualities".
DOI: 10.15468/dl.qhha4h
title: Occurrence Download

description: A dataset containing 1634 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chinese Taipei",
 "DatasetKey is Sea turtle sightings in Taiwan | 台灣海龜目擊紀錄",
 "Geometry POLYGON((120.49618 26.15431,118.61559 23.77482,118.57641 21.38748,123.08199 21.48473,122.96445 26.20119,120.49618 26.15431))",
 "HasGeospatialIssue is false",
 "Year 2020-2025"
 ]
}

 The dataset includes 1634 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038768-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ejanzd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carex burchelliana Boeckeler",
 "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 ((25.0214 -34.0501,25.5395 -34.1098,25.5395 -32.9007,20.509 -32.9007,20.509 -34.5676,20.524 -34.555,20.8859 -34.5419,20.9606 -34.4398,21.2995 -34.5131,21.5296 -34.4338,21.8696 -34.4439,22.0323 -34.2835,22.221 -34.2428,22.2566 -34.1304,22.5993 -34.0741,22.9652 -34.1674,23.4069 -34.1858,23.4955 -34.0792,23.6056 -34.0563,24.8471 -34.2877,24.9447 -34.2397,25.0214 -34.0501))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038769-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15372062
title: MGPHot: A Dataset of Musicological Annotations for Popular Music (1958-2022)

description: The MGPHot Dataset includes more than 21k~songs that have appeared at least once in the Billboard Hot 100 charts from 1958 until 2022, annotated by professional musicologists with 58 musical attributes which are grouped in seven different categories: Rhythm, Compositional Focus, Harmony, Instrumentation, Sonority, Vocals and Lyrics.

This dataset has been initially built and used for the study described in the paper referred to below, on the evolution of popular music over the past 65 years. It is however not restricted to it, as we believe is opens up many academic endeavors in Musicology and Music Information Retrieval (e.g., music description modelling, auto-tagging, chart prediction, music recommendation, etc.).

Overview of files:





mgphot_genes.tsvContains the list of genes (i.e., musical attributes), each accompanied by a description. The index of each gene is important, as it is used to identify corresponding values in mgphot_gene_values.tsv.




mgphot_gene_values.tsvProvides the gene values for all tracks in the dataset, along with metadata such as the year of first appearance on the Billboard charts, the song title, and the artist (as listed in the Billboard dataset). Each track is also assigned a unique ID (mgphot_track_id), which is used to match entries in hot100_charts.tsv.




hot100_charts.tsvContains the Billboard chart data used in the analysis, filtered to include only the songs present in the MGPHot dataset. The mgphot_track_id field allows matching these entries with the tracks listed in mgphot_gene_values.tsv.



How to use: If you want to use this dataset, please first consult the license, and make sure the terms are acceptable to you. Make sure to provide the following citation in your work:



Oramas, S., Gouyon, F., Hogan, S., Landau, C., & Ehmann, A. (2025). MGPHot: A Dataset of Musicological Annotations for Popular Music (1958–2022). Transactions of the International Society for Music Information Retrieval, 8(1), 1–13. DOI: https://doi.org/10.5334/tismir.236