cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.3hp284
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphyraena tome"
 ]
}

 The dataset includes 47 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042207-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rtyqu8
title: Occurrence Download

description: A dataset containing 16944 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphyraena picudilla"
 ]
}

 The dataset includes 16944 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042206-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zcw4ab
title: Occurrence Download

description: A dataset containing 2282 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ozoroa insignis",
 "Continent is Africa"
 ]
}

 The dataset includes 2282 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042210-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/yfirp9
title: PAN-00105882 - coin/coin-related, Gallische tegenkeizer, naar, antoninianus

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00105882&lt;/p&gt;
description: Modified: 2025-06-02T06:34:22+02:00
DOI: 10.15468/dl.qd3ats
title: Occurrence Download

description: A dataset containing 5244 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((150.705393 -31.434118, 150.655904 -31.384588, 150.592450 -31.384588, 150.641918 -31.434118, 150.705393 -31.434118))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 5244 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042211-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/xenwtm
title: Fish and zooplankton from RMT-8 net hauls on the BROKE voyage

description: Distribution patterns of pelagic fish, larvae and juveniles collected by RMT trawls during BROKE survey to CCAMLR Division 58.4.1 were investigated. Nearly 2000 individuals, weighing 1210 g, were collected from approximately 1.5 million cubic metres of the upper 200 m of ocean, supporting the theory that Antarctic ichthyoplankton has low biomass. The collection consisted mainly of P. antarcticum larvae and juveniles and E. antarctica sub-adults, with a range of other notothenioid fish and myctophids. Three distinct biogeographic zones, with characteristic ichthyo- and zooplankton assemblages, were identified. The Oceanic Zone was dominated by myctophids and, in the western reaches, the paralepidid N. coasti. The shelf break zone comprised of myctophids, and the juveniles of notothenioid fish. The shelf zone consisted of notothenioid juveniles and sub-adults. Characteristic water masses and associated zooplankton assemblages were found throughout these three zones. Analysis of fish stomach contents indicated feeding on locally abundant zooplankton taxa. There was niche-partitioning of prey taxa and size classes, between both sympatric species and between different ontogenetic stages. Fish distributions corresponded to known patterns, and extended the geographic range of several species.

Zooplankton data from routine 0-200 m oblique trawls were analysed using cluster analysis and non-metric multidimensional scaling to define the communities in Eastern Antarctica (80-150 E), their distribution patterns, indicator species, and species affinities. Three communities were defined based on routine trawls. The Main Oceanic Community comprising herbivorous copepods, chaetognaths, and the euphausiid Thysanoessa macrura dominated the area west of 120 E. The area east of 120 E was dominated by Salpa thompsoni. The third community located in the neritic zone was dominated by Euphausia crystallorophias. Antarctic krill Euphausia superba did not form a distinct community in its own right, unlike previous observations in Prydz Bay. Krill were distributed throughout most of the survey area but generally in higher abundances towards the shelf break. Overall, krill abundance was low compared with previous net surveys in Prydz Bay. Three main types of assemblages were identified based on target trawls. The first group was dominated by krill (mean 1149 individuals per 1000 cubic metres) which represented greater than 99% of Group 1 catches in terms of numbers and biomass. Group 2 comprised the bulk of target trawls and comprised a wide diversity of species typical of the main oceanic community, with a mean abundance approximately half of that observed in the routine trawls. The third group comprised trawls in the neritic zone dominated by E. crystallorophias. No salp-dominated aggregation was found. While E. superba did not dominate a distinct community geographically as seen in previous Prydz Bay surveys, it did dominate discrete layers or aggregations, showing that both horizontal and vertical separation of communities exist.
DOI: 10.15468/dl.ezxatp
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eulalia brunnea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 20 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042212-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ppekya
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((100.326 2.12518, 100.255689 2.119611, 100.187111 2.103043, 100.121955 2.075884, 100.061827 2.038802, 100.008208 1.992712, 99.962418 1.938749, 99.925585 1.878243, 99.89861399999999 1.812683, 99.88216799999999 1.743685, 99.87665200000001 1.672948, 99.8822 1.602214, 99.898674 1.533223, 99.925668 1.467675, 99.96251599999999 1.407182, 100.008311 1.353235, 100.061925 1.307161, 100.122039 1.270093, 100.187172 1.242945, 100.255721 1.226384, 100.326 1.220818, 100.396279 1.226384, 100.464828 1.242945, 100.529961 1.270093, 100.590075 1.307161, 100.643689 1.353235, 100.689484 1.407182, 100.726332 1.467675, 100.753326 1.533223, 100.7698 1.602214, 100.775348 1.672948, 100.769832 1.743685, 100.753386 1.812683, 100.726415 1.878243, 100.689582 1.938749, 100.643792 1.992712, 100.590173 2.038802, 100.530045 2.075884, 100.464889 2.103043, 100.396311 2.119611, 100.326 2.12518))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042213-251120083545085/datasets/export for details.
DOI: 10.15468/dl.d2bwnk
title: Occurrence Download

description: A dataset containing 269 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ozoroa pulcherrima",
 "Continent is Africa"
 ]
}

 The dataset includes 269 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042214-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/wvmovp
title: PAN-00168515 - triangular loom weight (handmade pottery)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00168515&lt;/p&gt;
description: Modified: 2025-10-13T16:05:38+02:00
DOI: 10.15468/dl.8r2q5f
title: Occurrence Download

description: A dataset containing 3392 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphyraena viridensis"
 ]
}

 The dataset includes 3392 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042215-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.au9hqv
title: Occurrence Download

description: A dataset containing 226 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphyrna couardi"
 ]
}

 The dataset includes 226 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042216-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jkd2b6
title: Occurrence Download

description: A dataset containing 853 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((152.461272 -31.463697, 152.414941 -31.417919, 152.356289 -31.417919, 152.402602 -31.463697, 152.461272 -31.463697))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 853 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042218-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.punyg8
title: Occurrence Download

description: A dataset containing 145 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphyrna media"
 ]
}

 The dataset includes 145 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042217-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.84txru
title: Occurrence Download

description: A dataset containing 57286 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Fish Specimens"
 ]
}

 The dataset includes 57286 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042202-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m4kzv5
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Harmothoe coeliaca",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042219-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/cproxv
title: PAN-00127700 - coin/coin-related, ?, antoninianus/aes IV

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00127700&lt;/p&gt;
description: Modified: 2025-10-21T11:27:30+02:00
DOI: 10.5281/zenodo.17846580
title: PUDL Raw EIA Form 861

description: Raw US Energy Information Administration (EIA) Form 861 Data, archived from https://www.eia.gov/electricity/data/eia861/


This archive contains raw input data for the Public Utility Data Liberation (PUDL) software developed by Catalyst Cooperative. It is organized into Frictionless Data Packages. For additional information about this data and PUDL, see the following resources:



	
The PUDL Repository on GitHub
	
PUDL Documentation
	
Other Catalyst Cooperative data archives
DOI: 10.5281/zenodo.4127028
title: PUDL Raw EIA Form 861

description: Raw US Energy Information Administration (EIA) Form 861 Data, archived from https://www.eia.gov/electricity/data/eia861/


This archive contains raw input data for the Public Utility Data Liberation (PUDL) software developed by Catalyst Cooperative. It is organized into Frictionless Data Packages. For additional information about this data and PUDL, see the following resources:



	
The PUDL Repository on GitHub
	
PUDL Documentation
	
Other Catalyst Cooperative data archives
DOI: 10.15468/dl.j9hs8g
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((100.808 2.12918, 100.737689 2.123611, 100.669111 2.107043, 100.603955 2.079884, 100.543827 2.042802, 100.490208 1.996712, 100.444418 1.942749, 100.407584 1.882243, 100.380613 1.816683, 100.364167 1.747685, 100.358651 1.676948, 100.364199 1.606213, 100.380673 1.537223, 100.407667 1.471674, 100.444516 1.411182, 100.490311 1.357235, 100.543925 1.311161, 100.604038 1.274093, 100.669171 1.246945, 100.737721 1.230384, 100.808 1.224818, 100.878279 1.230384, 100.946829 1.246945, 101.011962 1.274093, 101.072075 1.311161, 101.125689 1.357235, 101.171484 1.411182, 101.208333 1.471674, 101.235327 1.537223, 101.251801 1.606213, 101.257349 1.676948, 101.251833 1.747685, 101.235387 1.816683, 101.208416 1.882243, 101.171582 1.942749, 101.125792 1.996712, 101.072173 2.042802, 101.012045 2.079884, 100.946889 2.107043, 100.878311 2.123611, 100.808 2.12918))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042220-251120083545085/datasets/export for details.
DOI: 10.17026/dans-znb-w9zt
title: PAN-00095305 - terra sigillata bowl type Drag. 37

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00095305&lt;/p&gt;
description: Modified: 2025-09-15T11:52:22+02:00
DOI: 10.15468/dl.ecy6jr
title: Occurrence Download

description: A dataset listing the 459 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Living Specimen, Occurrence evidence)",
 "DatasetKey is one of (EOD – eBird Observation Dataset, iNaturalist Research-grade Observations, USGS Nonindigenous Aquatic Species database, Great Backyard Bird Count, Pl@ntNet automatically identified occurrences, Birda - Global Observation Dataset)",
 "Geometry POLYGON((-90.58622 29.39045,-90.26161 29.38695,-90.3334 29.53226,-90.43249 29.53262,-90.56871 29.52736,-90.56521 29.44753,-90.58622 29.39045))",
 "HasGeospatialIssue is false",
 "License is one of (CC-BY 4.0, CC0 1.0, CC-BY-NC 4.0)",
 "OccurrenceStatus is Present",
 "Year 2000-2025"
 ]
}

 The dataset's 459 records were derived from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042201-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.esapbj
title: Occurrence Download

description: A dataset containing 687 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pachycarpus lineolatus",
 "Continent is Africa"
 ]
}

 The dataset includes 687 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042222-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17872322
title: [Article-Data] Evaluating Land Suitability: The Importance of Agroclimate Indicators Thresholds and Crop Phenology

description: This repository provides the code used and the data generated as part of the article Evaluating Land Suitability: The Importance of Agroclimate Indicators Thresholds and Crop Phenology.

Code

The code.zip folder contains the Python scripts used to conduct this study. The wheat_indicators_CLIM1.py, wheat_indicators_CLIM2.py, and wheat_indicators_ECOCLIM.py files were used to compute the climate indicators used in the Land Suitability Analysis (LSA) for the different methods. The ECOCLIM's file also includes the code to compute the phenological stages. The file wheat_suitability.py was used to run the LSA of the three methods; meanwhile, plot.py and helpers.py contain the code to create the figure for the article and helper functions, respectively.

Data

The data.zip folder contains the suitability data generated for the three methods. Note that the climate indicators and phenological stages data are not included, but can be easily reproduced using the provided code. The folder contains two subfolders, one for the historical period and one for the RCP8.5 scenario. Each subfolder includes five types of files:



*SoilTerrain-Criteria-Suitability*: suitability of all individual soil/terrain criteria

*SoilTerrain-Suitability*: aggregated suitability of soil/terrain criteria

*Climate-Criteria-Indicators-Suitability*: suitability of all individual climate criteria

*Climate-Suitability*: aggregated suitability of climate criteria

*Suitability*: aggregated suitability of soil/terrain and climate suitability


One file corresponds to one scenario (historical vs RCP8.5), one method (CLIM1, CLIM2, ECOCLIM), and one of the four climate models. The WheatLateEarly prefix is used instead of Wheat for ECOCLIM to specify the specific wheat ideotype used for the phenological modelling.

The folder also contains three files that aggregate raw data and correspond to the multi-model mean and future changes of the climate criteria suitability, climate suitability, and suitability, as well as the robustness of changes for the time periods used in the article.
DOI: 10.5281/zenodo.17872321
title: [Article-Data] Evaluating Land Suitability: The Importance of Agroclimate Indicators Thresholds and Crop Phenology

description: This repository provides the code used and the data generated as part of the article Evaluating Land Suitability: The Importance of Agroclimate Indicators Thresholds and Crop Phenology.

Code

The code.zip folder contains the Python scripts used to conduct this study. The wheat_indicators_CLIM1.py, wheat_indicators_CLIM2.py, and wheat_indicators_ECOCLIM.py files were used to compute the climate indicators used in the Land Suitability Analysis (LSA) for the different methods. The ECOCLIM's file also includes the code to compute the phenological stages. The file wheat_suitability.py was used to run the LSA of the three methods; meanwhile, plot.py and helpers.py contain the code to create the figure for the article and helper functions, respectively.

Data

The data.zip folder contains the suitability data generated for the three methods. Note that the climate indicators and phenological stages data are not included, but can be easily reproduced using the provided code. The folder contains two subfolders, one for the historical period and one for the RCP8.5 scenario. Each subfolder includes five types of files:



*SoilTerrain-Criteria-Suitability*: suitability of all individual soil/terrain criteria

*SoilTerrain-Suitability*: aggregated suitability of soil/terrain criteria

*Climate-Criteria-Indicators-Suitability*: suitability of all individual climate criteria

*Climate-Suitability*: aggregated suitability of climate criteria

*Suitability*: aggregated suitability of soil/terrain and climate suitability


One file corresponds to one scenario (historical vs RCP8.5), one method (CLIM1, CLIM2, ECOCLIM), and one of the four climate models. The WheatLateEarly prefix is used instead of Wheat for ECOCLIM to specify the specific wheat ideotype used for the phenological modelling.

The folder also contains three files that aggregate raw data and correspond to the multi-model mean and future changes of the climate criteria suitability, climate suitability, and suitability, as well as the robustness of changes for the time periods used in the article.
DOI: 10.15468/dl.4wjjhg
title: Occurrence Download

description: A dataset containing 734 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Squatina aculeata"
 ]
}

 The dataset includes 734 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042223-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eqyk9f
title: Occurrence Download

description: A dataset containing 384 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Squatina africana"
 ]
}

 The dataset includes 384 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042224-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xa4u7k
title: Occurrence Download

description: A dataset containing 37941 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Computarización de las colecciones de vertebrados terrestres de la Escuela Nacional de Ciencias Biológicas, IPN Fase 4 (Mamíferos)"
 ]
}

 The dataset includes 37941 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042221-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ub93r
title: Occurrence Download

description: A dataset containing 1171 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((152.612298 -31.543384, 152.563043 -31.494917, 152.500933 -31.494917, 152.550168 -31.543384, 152.612298 -31.543384))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1171 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042225-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vb5vhv
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Squatina argentina"
 ]
}

 The dataset includes 99 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042226-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.