cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.5fm4db
title: Occurrence Download

description: A dataset containing 1377617 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "StateProvince is one of (cundinamarca)"
 ]
}

 The dataset includes 1377617 records from 702 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211074-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gs5qng
title: Occurrence Download

description: A dataset containing 755 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((18.613 -33.939,18.627 -33.939,18.627 -33.934,18.613 -33.934,18.613 -33.939))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 755 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003058-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8d999k
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((34.81292 28.16271,35.17117 28.12551,35.27287 28.03002,35.64558 27.52872,35.88442 27.23712,36.2576 26.66496,36.43673 26.78496,35.21092 28.25276,34.81292 28.16271))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 89 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211112-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h9yw8n
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "InstitutionKey is e85150f2-7c38-46c2-9dac-b3a895c0bf6d",
 "TaxonKey is Anolis mariarum Barbour, 1932"
 ]
}

 The dataset includes 21 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0244831-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8t36bv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Porifera",
 "DatasetKey is Riedkanal Bötzingen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0222335-230224095556074/datasets/export for details.
DOI: 10.15468/dl.uduyyh
title: Occurrence Download

description: A dataset listing the 34 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Capsicum L."
 ]
}

 The dataset's 34 records were derived from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0256965-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dnbnu2
title: Occurrence Download

description: A dataset containing 138391 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crataegus monogyna",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Material sample)"
 ]
 }
 },
 "Country is United Kingdom of Great Britain and Northern Ireland",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than or equal to 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 138391 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028092-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x788ae
title: Occurrence Download

description: A dataset containing 143 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dennstaedtia smithii",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 143 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028127-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8sh6sc
title: Occurrence Download

description: A dataset containing 699 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Ammocharis coranica)"
 ]
}

 The dataset includes 699 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028128-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qmt3yw
title: Occurrence Download

description: A dataset containing 24328977 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is North America",
 "Geometry POLYGON((-180 -58,180 -58,180 84,-180 84,-180 -58))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC-BY 4.0, CC-BY-NC 4.0)",
 "Month is one of (January, February, March)",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "Year is 2020"
 ]
}

 The dataset includes 24328977 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028049-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nybuy4
title: Occurrence Download

description: A dataset containing 5838 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((12.26156 -2.30742,12.31418 -2.22192,12.27143 -2.04927,12.19579 -1.9835,12.14318 -1.98843,12.03466 -2.0131,12.00342 -2.07229,11.96889 -2.15121,12.00342 -2.20712,12.07083 -2.30413,12.22868 -2.36825,12.26156 -2.30742))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 5838 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028129-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.phbzk8
title: Occurrence Download

description: A dataset containing 221 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cardamine impatiens",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 221 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028130-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.krvhfv
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cardamine impatiens",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028131-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ha5kg
title: Occurrence Download

description: A dataset containing 158473 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pteropus"
 ]
}

 The dataset includes 158473 records from 218 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028039-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e237744v1
title: Enhancing Quantitative Analysis in Social Sciences with Large Language Models (LLMs): A Methodological Case Study in Educational Research

description: The objective of this paper is to explore the potential of Large Language Models (LLMs) for assisting with quantitative data analysis in social science research. Specifically, it aims to introduce key concepts to help researchers effectively integrate LLMs into their workflows. For this purpose, we replicate a research paper in educational leadership on the relationship between school program coherence and student achievement. By leveraging LLMs to generate code for statistical tools like Mplus and R, researchers can streamline their data analysis, potentially saving time and effort. The quality of analytical code generated by LLMs can be influenced by the researcher’s understanding and application of concepts like context windows, LLM training data and training cut-off, model parameter settings like temperature, zero- and few-shot learning, and Retrieval-Augmented Generation. By describing and demonstrating the applications of these concepts, we aim to equip researchers with a basic toolset to leverage LLMs effectively to assist with coding for quantitative analysis.
DOI: 10.15468/dl.re94yg
title: Occurrence Download

description: A dataset containing 303 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypolepis punctata",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 303 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028132-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.899zfk
title: Occurrence Download

description: A dataset containing 132280 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Rattus rattus"
 ]
}

 The dataset includes 132280 records from 680 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028030-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tw8pm7
title: Occurrence Download

description: A dataset containing 181 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Anacampseros filamentosa)"
 ]
}

 The dataset includes 181 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028133-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mvdues
title: Occurrence Download

description: A dataset containing 191 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erysimum hieraciifolium",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 191 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028135-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t6j866
title: Occurrence Download

description: A dataset containing 402 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Microlepia marginata",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 402 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028136-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c342wx
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erysimum hieraciifolium",
 "Country is Latvia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028137-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.chpwke
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erysimum hieraciifolium",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028139-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uef9vu
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The publication of primary biological events in the international GBIF (Global Biodiversity Information Facility) network: A case study with a small dataset of field collected occurrence samples of Buriti palms (Mauritia flexuosa)."
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028138-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.33wdq3
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Anacyclus pyrethrum depressus)"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028140-250920141307145/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.30230173.v1
title: Google earth images of date palm orchards in UAE

description: Large-scale and high-velocity monitoring of perennial plants, such as date palms, is essential for sustainable agriculture and early warning of biotic/abiotic stresses. This paper builds an automated detection pipeline for large-scale date palm tree identifi?cation from open-source satellite imagery, using 0.3-meter resolution Google Earth images over varied UAE sites. We propose a customized deep learning architecture derived from YOLOv11, which was trained on a carefully curated set of 132 images containing over 10,000 annotated objects. Our pipeline utilizes SAS Planet for geo?tagged image procurement, Roboflow for multistage data processing (polygon-based annotation and heavy augmentation using horizontal/vertical flipping, ±23° rota?tion,±15% brightness adjustment, 2.56% noise injection, and stringent validation protocols. The YOLOv11 architecture, which utilizes C3K2 blocks for lightweight feature extraction, SPFF modules for multiscale spatial processing, and C2PSA attention mechanisms, achieved precision of 96% on the test data, surpassing re?cent models (YOLOv8: 93%, YOLO-NAS: 93%). This paper builds an open source, scalable pipeline for palm detection, directly transferable to resource optimization in UAE date palm agriculture while offering a reproducible framework for global arid-region agriculture.
DOI: 10.6084/m9.figshare.30230173
title: Google earth images of date palm orchards in UAE

description: Large-scale and high-velocity monitoring of perennial plants, such as date palms, is essential for sustainable agriculture and early warning of biotic/abiotic stresses. This paper builds an automated detection pipeline for large-scale date palm tree identifi?cation from open-source satellite imagery, using 0.3-meter resolution Google Earth images over varied UAE sites. We propose a customized deep learning architecture derived from YOLOv11, which was trained on a carefully curated set of 132 images containing over 10,000 annotated objects. Our pipeline utilizes SAS Planet for geo?tagged image procurement, Roboflow for multistage data processing (polygon-based annotation and heavy augmentation using horizontal/vertical flipping, ±23° rota?tion,±15% brightness adjustment, 2.56% noise injection, and stringent validation protocols. The YOLOv11 architecture, which utilizes C3K2 blocks for lightweight feature extraction, SPFF modules for multiscale spatial processing, and C2PSA attention mechanisms, achieved precision of 96% on the test data, surpassing re?cent models (YOLOv8: 93%, YOLO-NAS: 93%). This paper builds an open source, scalable pipeline for palm detection, directly transferable to resource optimization in UAE date palm agriculture while offering a reproducible framework for global arid-region agriculture.
DOI: 10.15468/dl.hafqd6
title: Occurrence Download

description: A dataset containing 17340 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Hymenoptera Institute Collection"
 ]
}

 The dataset includes 17340 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028141-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hprxru
title: Occurrence Download

description: A dataset containing 501 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Microlepia nepalensis",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 501 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028145-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wjyr75
title: Occurrence Download

description: A dataset containing 4681 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Ananas comosus)"
 ]
}

 The dataset includes 4681 records from 277 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028144-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26180/30227410
title: Dataset for GSTEP testing

description: This Data consists of Generation, Storage and Transmission Data for 8 different tests cases split into two groups.<b>Group 1: IEEE test cases</b>6bus, 14bus and 24bus.All data for these cases is stored within their respective excel files.<br><b>Group 2: NEM</b>5bus Central 20365bus Step Change 20365bus Slow Change 20365bus High DER 20365bus Fast Change 2036Data for the traces, demand, and each asset type is stored separately within excel files under each subfolder.<br>For code on how this data is ingested for modelling, or further info, please contact.Drew MitchellDrew.mitchell1@monash.edu
DOI: 10.26180/30227410.v1
title: Dataset for GSTEP testing

description: This Data consists of Generation, Storage and Transmission Data for 8 different tests cases split into two groups.<b>Group 1: IEEE test cases</b>6bus, 14bus and 24bus.All data for these cases is stored within their respective excel files.<br><b>Group 2: NEM</b>5bus Central 20365bus Step Change 20365bus Slow Change 20365bus High DER 20365bus Fast Change 2036Data for the traces, demand, and each asset type is stored separately within excel files under each subfolder.<br>For code on how this data is ingested for modelling, or further info, please contact.Drew MitchellDrew.mitchell1@monash.edu
DOI: 10.15468/dl.53uxzh
title: Occurrence Download

description: A dataset containing 129 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rorippa amphibia",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 129 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028146-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r7ydas
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rorippa amphibia",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 46 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028148-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rgy88p
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rorippa amphibia",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028147-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17222002
title: COVID-19-Todesfälle in Deutschland

description: Im Datensatz "COVID-19-Todesfälle in Deutschland" des Robert Koch-Instituts werden täglich aktualisierte Informationen zu COVID-19-bedingten Todesfällen in Deutschland bereitgestellt. Die Datenerhebung erfolgt im Rahmen des Infektionsschutzgesetzes (IfSG). Der Datensatz umfasst aggregierte Todesfallzahlen nach Berichtsdatum, Altersgruppen und Bundesländern und wird ergänzt durch den Fall-Verstorbenen-Anteil. Der Datensatz ermöglicht fundierte Analysen zur Bewertung der Krankheitsschwere und Verbreitung von COVID-19 in Deutschland.