cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.eue5tk
title: Occurrence Download

description: A dataset containing 2280 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Specimen)",
 "TaxonKey is Myotis volans (H.Allen, 1866)",
 "Year 1970-2025"
 ]
}

 The dataset includes 2280 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001066-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5wbj57
title: Occurrence Download

description: A dataset containing 357 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hipparchia cretica (Rebel, 1916))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1981",
 "Geometry POLYGON((-30 25,50 25,50 75,-30 75,-30 25))"
 ]
}

 The dataset includes 357 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001069-250324175209820/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.26265050
title: Late-Copernican smooth deposits sampled by Chang’E-6

description: Data generated in this work, including the high-resolution digital elevation model, entrope map, phase ratio map, and shape files for boundaries of smooth deposits, regions used to extract reflectance spectra, phase ratio, radar and thermophysical properties, and crater statistics areas and collected craters.
DOI: 10.15468/dl.86xmq4
title: Occurrence Download

description: A dataset containing 309 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Specimen)",
 "TaxonKey is Reithrodontomys gracilis J.A.Allen & Chapman, 1897",
 "Year 1970-2025"
 ]
}

 The dataset includes 309 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001070-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xs5235
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hipparchia wyssii Christoph, 1889)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1981",
 "Geometry POLYGON((-30 25,50 25,50 75,-30 75,-30 25))"
 ]
}

 The dataset includes 146 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001071-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.udwc2s
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hipparchia gomera Higgins, 1967)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1981",
 "Geometry POLYGON((-30 25,50 25,50 75,-30 75,-30 25))"
 ]
}

 The dataset includes 43 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001072-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nu7te6
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hipparchia volgensis (Mazokhin-Porshnyakov, 1952))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1981",
 "Geometry POLYGON((-30 25,50 25,50 75,-30 75,-30 25))"
 ]
}

 The dataset includes 116 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001073-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.827757
title: Occurrence Download

description: A dataset containing 539 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hipparchia cypriensis Holik, 1949)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1981",
 "Geometry POLYGON((-30 25,50 25,50 75,-30 75,-30 25))"
 ]
}

 The dataset includes 539 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001074-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wa4rr3
title: Occurrence Download

description: A dataset containing 356 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Maniola cypricola (Graves, 1928))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1981",
 "Geometry POLYGON((-30 25,50 25,50 75,-30 75,-30 25))"
 ]
}

 The dataset includes 356 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001075-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zgbrpe
title: Occurrence Download

description: A dataset containing 226 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Tangara fucosa Nelson, 1912"
 ]
}

 The dataset includes 226 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001076-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cyfcyf
title: Occurrence Download

description: A dataset containing 2705 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Tangara cyanotis (P.L.Sclater, 1858)"
 ]
}

 The dataset includes 2705 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001078-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cjz22e
title: Occurrence Download

description: A dataset containing 23282 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Tangara dowii (Salvin, 1863)"
 ]
}

 The dataset includes 23282 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001077-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6f3mrc
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Maniola halicarnassus Thomson, 1990)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1981",
 "Geometry POLYGON((-30 25,50 25,50 75,-30 75,-30 25))"
 ]
}

 The dataset includes 22 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001079-250324175209820/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.28656161
title: Data--GAI_Design Education.xlsx.xls

description: This dataset is used to study the application of Generative Artificial Intelligence (GAI) in design education, particularly in the conceptual design phase of graphic design courses. The study compares the effects of traditional teaching methods and GAI-assisted teaching, analyzing students' creative output and learning experiences. The data were collected from undergraduate graphic design students at [Hunan University of Information Technology] during [March to May 2024].
DOI: 10.15468/dl.hzkbhr
title: Occurrence Download

description: A dataset containing 3049 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Specimen)",
 "TaxonKey is Heteromys desmarestianus Gray, 1868",
 "Year 1970-2025"
 ]
}

 The dataset includes 3049 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001080-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gf5ccq
title: Occurrence Download

description: A dataset containing 1053 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Material sample)",
 "Country is China",
 "OccurrenceStatus is Present",
 "StateProvince is 浙江",
 "TaxonKey is Phyllostachys Siebold & Zucc."
 ]
}

 The dataset includes 1053 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001082-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pemqc2
title: Occurrence Download

description: A dataset containing 1386 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Trachinotus blochii (Lacepède, 1801)"
 ]
}

 The dataset includes 1386 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001081-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fg3svp
title: Occurrence Download

description: A dataset containing 2529 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Specimen)",
 "TaxonKey is Carollia sowelli Baker, Solari & Hoffmann, 2002",
 "Year 1970-2025"
 ]
}

 The dataset includes 2529 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001083-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jkkfnm
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Maniola megala Oberthür, 1909)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1981",
 "Geometry POLYGON((-30 25,50 25,50 75,-30 75,-30 25))"
 ]
}

 The dataset includes 32 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001084-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r2g6nh
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Maniola nurag Ghilliani, 1852)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1981",
 "Geometry POLYGON((-30 25,50 25,50 75,-30 75,-30 25))"
 ]
}

 The dataset includes 85 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001085-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nx4tty
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-10000.0",
 "StateProvince is Nevada",
 "TaxonKey is Tamarix ramosissima Ledeb.",
 "Year 1995-2024"
 ]
}

 The dataset includes 80 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001088-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zcjmsn
title: Occurrence Download

description: A dataset containing 2556 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cuatresia Hunz."
 ]
}

 The dataset includes 2556 records from 140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001087-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.39pvcj
title: Occurrence Download

description: A dataset containing 2453 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Maniola telmessia Zeller, 1847)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1981",
 "Geometry POLYGON((-30 25,50 25,50 75,-30 75,-30 25))"
 ]
}

 The dataset includes 2453 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001091-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9yqm7y
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Maniola chia Thomson, 1987)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1981",
 "Geometry POLYGON((-30 25,50 25,50 75,-30 75,-30 25))"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001092-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.46e5ry
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tetractomia barringtonioides T.G.Hartley"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001093-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vmejn9
title: Occurrence Download

description: A dataset containing 662 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pelopidas thrax (Hübner, 1821))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1981",
 "Geometry POLYGON((-30 25,50 25,50 75,-30 75,-30 25))"
 ]
}

 The dataset includes 662 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001094-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ztrzp
title: Occurrence Download

description: A dataset containing 7905 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Elephas maximus Linnaeus, 1758"
 ]
}

 The dataset includes 7905 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001096-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6d8jc7
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Weinmannia celebica Koord."
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001097-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gvyevv
title: Occurrence Download

description: A dataset containing 4165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Specimen)",
 "TaxonKey is Chaetodipus spinatus (Merriam, 1889)",
 "Year 1970-2025"
 ]
}

 The dataset includes 4165 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001098-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v53uwt
title: Occurrence Download

description: A dataset containing 25911 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carterocephalus silvicola (Meigen, 1829))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1981",
 "Geometry POLYGON((-30 25,50 25,50 75,-30 75,-30 25))"
 ]
}

 The dataset includes 25911 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001099-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wdbzf8
title: Occurrence Download

description: A dataset containing 718 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is SharkBase"
 ]
}

 The dataset includes 718 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001100-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13220527
title: URA dataset - 40 Basque Country catchments hourly hydro-meteorological data + Catchments Attributes

description: Basque Country is located in north of Spain on the Atlantic coast. This region, characterized by its humid climatology, has abundant water resources. The catchments, noted for their flashy and humid characteristics, span an area of 4494 Km2 and include a diverse range of basin sizes from 4 to 1000 Km2.

The Basque Water Agency (URA), a regional governmental entity in the Basque Country, is responsible for managing water policies and resources in this territory. To support water resources planning and management, URA has compiled a high-quality dataset suitable for data mining using deep learning models. This dataset includes hourly hydro-meteorological timeseries, reflecting the region’s steep, flashy, and humid hydrological dynamics.

URA catchments are situated between the Cantabrian Mountains (reaching up to 1300 meters in elevation) in the northwest and the Atlantic Ocean to the north. The region is predominantly covered by grasslands and evergreen forests and benefits from the warming effects of the Gulf Stream. The climate is humid and temperate, with mean annual temperatures ranging from 9°C in the mountains to 15°C in lower regions. Annual rainfall varies between 1200 and 1600 millimeters, primarily due to the advection of North Atlantic fronts.

URA has collected hourly hydro-meteorological timeseries from approximately 100 stations distributed across the region, including rain gauges and water level measurement sites. Accurate rainfall-runoff modeling is critical in this region due to its susceptibility to flash floods. This dataset presents 21 years of hourly timeseries from 40 catchments within the region. This extensive temporal coverage and high-resolution data offer valuable insights into the region’s hydrological dynamics.

This Dataset is published with the papers:

1- Hosseini, F.; Prieto, C.; Álvarez, C. (2025). Ensemble learning of catchment-wise optimized LSTMs enhances regional rainfall-runoff modelling—Case Study: Basque Country, Spain. J. Hydrol. 132269. doi: 10.1016/j.jhydrol.2024.132269

2- Hosseini, F., Prieto, C., & Álvarez, C. (2024a). Hyperparameter optimization of regional hydrological LSTMs by random search: A case study from Basque Country, Spain. Journal of Hydrology, 132003. doi: 10.1016/j.jhydrol.2024.132003
DOI: 10.5281/zenodo.13220528
title: URA dataset - 40 Basque Country catchments hourly hydro-meteorological data

description: Basque Country is located in north of Spain on the Atlantic coast. This region, characterized by its humid climatology, has abundant water resources. The catchments, noted for their flashy and humid characteristics, span an area of 4494 Km2 and include a diverse range of basin sizes from 4 to 1000 Km2.

The Basque Water Agency (URA), a regional governmental entity in the Basque Country, is responsible for managing water policies and resources in this territory. To support water resources planning and management, URA has compiled a high-quality dataset suitable for data mining using deep learning models. This dataset includes hourly hydro-meteorological timeseries, reflecting the region’s steep, flashy, and humid hydrological dynamics.

URA catchments are situated between the Cantabrian Mountains (reaching up to 1300 meters in elevation) in the northwest and the Atlantic Ocean to the north. The region is predominantly covered by grasslands and evergreen forests and benefits from the warming effects of the Gulf Stream. The climate is humid and temperate, with mean annual temperatures ranging from 9°C in the mountains to 15°C in lower regions. Annual rainfall varies between 1200 and 1600 millimeters, primarily due to the advection of North Atlantic fronts.

URA has collected hourly hydro-meteorological timeseries from approximately 100 stations distributed across the region, including rain gauges and water level measurement sites. Accurate rainfall-runoff modeling is critical in this region due to its susceptibility to flash floods. This dataset presents 21 years of hourly timeseries from 40 catchments within the region. This extensive temporal coverage and high-resolution data offer valuable insights into the region’s hydrological dynamics.

This Dataset is published with the papers:

1- "Ensemble Learning of Catchment-Wise Optimized LSTMs Enhances Regional Rainfall-Runoff modelling - Case Study: Basque Country, Spain" Hosseini et al., 2024. (Preprint - Under review J.Hydro 2024) Available at SSRN: https://ssrn.com/abstract=4918782

2- "Hyperparameter Optimization of Regional Hydrological LSTMs by Random Search: A Case Study from Basque Country, Spain" (Accepted on 29th Aug 2024); "Hosseini et al., (2024), Precise Tuning of Regional Hydrological Lstm Networks: Simultaneous Systematic Random Search Optimization. Available at SSRN: https://ssrn.com/abstract=4815562 or http://dx.doi.org/10.2139/ssrn.4815562" (Preprint)