cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.h3bfjp
title: Occurrence Download

description: A dataset containing 1298 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Digitaria ternata (A.Rich.) Stapf)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1298 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066993-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/8655263
title: Single_Layer_perceptron datasets
DOI: 10.15468/dl.wvpe2k
title: Occurrence Download

description: A dataset containing 2272064801 species occurrences available in GBIF matching the query:
{
 "OccurrenceStatus" : [
 "is Present"
 ]
}

 The dataset includes 2272064801 records from 54790 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268299-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5284/1119893
title: Data from a Geophysical Survey North East of Hill Top Farm, Bosworth Road, Wellsborough, Leicestershire, November 2022

description: This collection comprises geophysics data, processed geophysics images, a CAD drawing and a report from a geophysical survey at land north east of Hill Top Farm, Bosworth Road, Wellsborough, Leicestershire. Work was carried out by SUMO Geosurveys between the on 8th November 2022.
DOI: 10.5284/1119894
title: Site Data from an Archaeological Evaluation at Claphill Lane, Rushwick, Worcestershire, February - March 2022

description: This digital archive comprises GIS, images and spreadsheets from an archaeological evaluation that was undertaken of land off Claphill Lane, Rushwick, Worcestershire. The work was undertaken between 21-Feb-2022 and 02-Mar-2022, and commissioned by Lioncourt Homes Ltd, in advance of a proposed residential development for which planning permission has been granted subject to a programme of archaeological works.
DOI: 10.15468/dl.74ksw6
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Talonostrea talonata X.-X.Li & Z.-Y.Qi, 1994)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090277-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.es6t4p
title: Occurrence Download

description: A dataset containing 385 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Rapana venosa (Valenciennes, 1846)"
 ]
}

 The dataset includes 385 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090278-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q434h4
title: Occurrence Download

description: A dataset containing 383 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-3.36716 41.39455,-3.83174 41.32572,-4.2447 40.98159,-4.05543 40.70628,-3.59085 40.72348,-3.19509 40.84393,-3.10906 41.17086,-3.09185 41.42896,-3.36716 41.39455))",
 "TaxonKey is Sarcocapnos enneaphylla (L.) DC."
 ]
}

 The dataset includes 383 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090279-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q9vr7x
title: Occurrence Download

description: A dataset containing 3520 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arcuatula senhousia (W.H.Benson, 1842))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3520 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090280-240506114902167/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.26087947
title: DGHM

description: 多尺度住宅小区匹配
DOI: 10.6084/m9.figshare.26087947.v1
title: DGHM

description: 多尺度住宅小区匹配
DOI: 10.15468/dl.grkv9r
title: Occurrence Download

description: A dataset containing 3520 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arcuatula senhousia (W.H.Benson, 1842))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3520 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090281-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10014488
title: Disentangling drivers of mudflat intertidal DOM chemodiversity using ecological models

description: Microorganisms consume and transform dissolved organic matter (DOM) into various forms. However, it remains unclear whether the ecological patterns and drivers of DOM chemodiversity are analogous to those of microbial communities. Here, a large-scale investigation was conducted along the Chinese coasts to resolve the intrinsic linkages among the complex intertidal DOM pools, microbial communities and environmental heterogeneity. The abundance of DOM molecular formulae best fitted log-normal distribution and followed Taylor’s Law. Distance-decay relationships were observed for labile molecular formulae, while latitudinal diversity gradients were noted for recalcitrant molecular formulae. Latitudinal patterns were also observed for DOM molecular features. Negative cohesion, bacterial diversity, and molecular traits were the main drivers of DOM chemodiversity. Stochasticity analyses demonstrated that determinism dominantly shaped the DOM compositional variations. This study unveils the intrinsic mechanisms underlying the intertidal DOM chemodiversity and microbial communities from ecological perspectives, deepening our understanding of microbially driven chemical ecology.
DOI: 10.5281/zenodo.12509090
title: Disentangling drivers of mudflat intertidal DOM chemodiversity using ecological models

description: Microorganisms consume and transform dissolved organic matter (DOM) into various forms. However, it remains unclear whether the ecological patterns and drivers of DOM chemodiversity are analogous to those of microbial communities. Here, a large-scale investigation was conducted along the Chinese coasts to resolve the intrinsic linkages among the complex intertidal DOM pools, microbial communities and environmental heterogeneity. The abundance of DOM molecular formulae best fitted log-normal distribution and followed Taylor’s Law. Distance-decay relationships were observed for labile molecular formulae, while latitudinal diversity gradients were noted for recalcitrant molecular formulae. Latitudinal patterns were also observed for DOM molecular features. Negative cohesion, bacterial diversity, and molecular traits were the main drivers of DOM chemodiversity. Stochasticity analyses demonstrated that determinism dominantly shaped the DOM compositional variations. This study unveils the intrinsic mechanisms underlying the intertidal DOM chemodiversity and microbial communities from ecological perspectives, deepening our understanding of microbially driven chemical ecology.
DOI: 10.15468/dl.5g2u3a
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arcuatula perfragilis (Dunker, 1857))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090283-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4786ks
title: Occurrence Download

description: A dataset containing 135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Neocheiropteris palmatopedata (Baker) Christ"
 ]
}

 The dataset includes 135 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090284-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ahwcec
title: Occurrence Download

description: A dataset containing 409 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Curvularia inaequalis (Shear) Boedijn"
 ]
}

 The dataset includes 409 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090285-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fpr3x8
title: Occurrence Download

description: A dataset listing the 58 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((6.53217 46.53163,6.54193 46.53163,6.54193 46.54137,6.53217 46.54137,6.53217 46.53163))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 58 records were derived from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090274-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9c4mse
title: Occurrence Download

description: A dataset listing the 236 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Indonesia",
 "Geometry POLYGON((115.26204 2.22413,115.70998 2.22413,115.70998 3.00499,115.26204 3.00499,115.26204 2.22413))",
 "IucnRedListCategory is one of (CR, EN, VU, NT, LC, DD, NE, EW, EX)",
 "OccurrenceStatus is Present",
 "Year 1000-2024"
 ]
}

 The dataset's 236 records were derived from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090275-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xw7squ
title: Occurrence Download

description: A dataset containing 447 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mytilus platensis d'Orbigny, 1842)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 447 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090286-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pyegjj
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Hylobatidae"
 ]
}

 The dataset includes 98 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090287-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5qrzrz
title: Occurrence Download

description: A dataset containing 92846 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carex spicata Huds.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 92846 records from 1202 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090260-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2a69zj
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lioberus ligneus (Reeve, 1858))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090288-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5284/1119895
title: Data from a Geophysical Survey at Buckland Estate, Oxfordshire, February 2023

description: This collection comprises geophysics data, processed geophysics images, a CAD drawing and a report from a magnetometry survey at Buckland Estate, Oxfordshire. Work was carried out by SUMO Geosurveys between on 2nd August 2022.
DOI: 10.15468/dl.2jpt89
title: Occurrence Download

description: A dataset containing 163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carex schweinitzii Dewey ex Schwein.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 163 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090290-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vhkdwk
title: Occurrence Download

description: A dataset containing 735 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Leiosolenus aristatus (Dillwyn, 1817))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 735 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090289-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.daupp5
title: Occurrence Download

description: A dataset containing 219 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample)",
 "GadmGid is CHN",
 "TaxonKey is Osmanthus Lour."
 ]
}

 The dataset includes 219 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090291-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14865395
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.15495068
title: AGBref – Global Reference Dataset for Above-Ground Biomass (AGB)

description: This dataset is part of the AGBref initiative, a global reference dataset for above-ground biomass (AGB) validation derived from national forest inventories (NFIs), permanent research plots, and local airborne LiDAR-based maps. It contains harmonized AGB estimates across multiple spatial resolutions and epochs, together with associated uncertainties and ecological metadata. It is primarily intended to support the validation of satellite-derived global biomass maps and national carbon accounting.

This should be considered a version 0 and will immediately updated with a more comprehensive version alongside peer review process of the data descriptor paper.








Column Name



Description





POINT_X



Longitude of the grid cell centroid.





POINT_Y



Latitude of the grid cell centroid.





TC_PLT_SD



Standard deviation of tree cover (%) at the plot locations within the grid cell, based on remote sensing, is used to assess variability in plot representativeness.





TC_PLT_MEAN



Mean tree cover (%) at the plot locations within the grid cell.





TC_GRID_SD



Standard deviation of tree cover (%) at the entire grid cell (not just at plot locations).





TC_GRID_MEAN



Mean tree cover (%) at the grid cell level, derived from satellite data (e.g., Global Forest Change dataset).





n



Number of plots used within the grid cell to compute biomass estimates.





AGB_T_HA



Harmonized above-ground biomass (in tons per hectare, T/ha) at the grid cell level. Adjusted for forest area definition, temporal mismatch, and other preprocessing steps.





SIZE_HA



Total plot area within the grid cell in hectares.





OPEN



Indicator for openness of data. 





VER



Denotes versioning or verification status. TO be updated when new versions are released.





varTot



Total variance of AGB within the grid cell. Accounts for the spatial-scale mismatch considering the target grid cell  and associated measurement-related (tree measurement, allometric model use) uncertainties. 





AVG_YEAR



Average year of plot measurement for plots within the grid cell. Useful for matching map epochs (e.g., 2005, 2010, etc.).





BIO



Biome category of the grid cell, e.g., "Tropical rainforest", "Temperate broadleaf and mixed forests". Derived from ecological zone datasets.





CODE



Source code of the dataset provider. Example: AUS1 for Australia-based NFI. Refer to supplementary table in the manuscript.





INVENTORY



Type or scale of data source, e.g., regional, national, or local.
DOI: 10.5281/zenodo.15495069
title: AGBref – Global Reference Dataset for Above-Ground Biomass (AGB)

description: This dataset is part of the AGBref initiative, a global reference dataset for above-ground biomass (AGB) validation derived from national forest inventories (NFIs), permanent research plots, and local airborne LiDAR-based maps. It contains harmonized AGB estimates across multiple spatial resolutions and epochs, together with associated uncertainties and ecological metadata. It is primarily intended to support the validation of satellite-derived global biomass maps and national carbon accounting.

This should be considered a version 0 and will immediately updated with a more comprehensive version alongside peer review process of the data descriptor paper.








Column Name



Description





POINT_X



Longitude of the grid cell centroid.





POINT_Y



Latitude of the grid cell centroid.





TC_PLT_SD



Standard deviation of tree cover (%) at the plot locations within the grid cell, based on remote sensing, is used to assess variability in plot representativeness.





TC_PLT_MEAN



Mean tree cover (%) at the plot locations within the grid cell.





TC_GRID_SD



Standard deviation of tree cover (%) at the entire grid cell (not just at plot locations).





TC_GRID_MEAN



Mean tree cover (%) at the grid cell level, derived from satellite data (e.g., Global Forest Change dataset).





n



Number of plots used within the grid cell to compute biomass estimates.





AGB_T_HA



Harmonized above-ground biomass (in tons per hectare, T/ha) at the grid cell level. Adjusted for forest area definition, temporal mismatch, and other preprocessing steps.





SIZE_HA



Total plot area within the grid cell in hectares.





OPEN



Indicator for openness of data. 





VER



Denotes versioning or verification status. TO be updated when new versions are released.





varTot



Total variance of AGB within the grid cell. Accounts for the spatial-scale mismatch considering the target grid cell  and associated measurement-related (tree measurement, allometric model use) uncertainties. 





AVG_YEAR



Average year of plot measurement for plots within the grid cell. Useful for matching map epochs (e.g., 2005, 2010, etc.).





BIO



Biome category of the grid cell, e.g., "Tropical rainforest", "Temperate broadleaf and mixed forests". Derived from ecological zone datasets.





CODE



Source code of the dataset provider. Example: AUS1 for Australia-based NFI. Refer to supplementary table in the manuscript.





INVENTORY



Type or scale of data source, e.g., regional, national, or local.
DOI: 10.15468/dl.pfbkwj
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Living Specimen, Occurrence evidence)",
 "Continent is Europe",
 "Country is Portugal",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Sightings Map of Invasive Plants in Portugal)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (February, March, April, May, June, July, August, September, October, November, December, January)",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (28eb1a3f-1c15-4a95-931a-4af90ecb574d, 16e26fb0-7f13-4ae2-b57c-2543f451f5b3)",
 "TaxonKey is Elodea canadensis Michx.",
 "Year 2019-2024"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015338-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xntu96
title: Occurrence Download

description: A dataset containing 4310 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "OccurrenceStatus is Present",
 "TaxonKey is Bombus monticola Smith, 1849",
 "Year 1950-2025"
 ]
}

 The dataset includes 4310 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015340-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.83ng8g
title: Occurrence Download

description: A dataset containing 16910302 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "Country is Germany",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 16910302 records from 953 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015314-250515123054153/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.29135426
title: Litres Reader Reviews of WW2 popadantsy novels in Russian

description: The spreadsheet contains 124 user reviews of World War 2 "popadantsy" (alt history / sci-fi) novels written in Russian and posted to the website Litres.ru (Litres) between 2010 and 2025. Data was downloaded in May 2025.
DOI: 10.6084/m9.figshare.29135384.v1
title: Corpus data

description: this dataset includes the 'water cycle' related sentences derived from high-quality peer-reviewed articles during 2000 to 2024.
DOI: 10.5281/zenodo.15495028
title: Particle data of Rayleigh–Bénard convection and 4DVarMiC results

description: This file contains original data from a Rayleigh–Bénard convection experiment and results of 4DVarMiC data assimilation.
DOI: 10.5281/zenodo.15495030
title: Particle data of Rayleigh–Bénard convection and 4DVarMiC results

description: This file contains original data from a Rayleigh–Bénard convection experiment and results of 4DVarMiC data assimilation.