cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3886/e126401v1-179866
title: Data and Code for: Subways and Urban Air Pollution

description: The code and data in this repository generate the results of the paper “Subways and Urban Air Polution” by Gendron-Carrier, Gonzalez-Navarro, Polloni and Turner published in the American Economic Journal: Applied Economics.<br>The source satellite data from MODIS are quite large and are housed in a separate repository because of space constraints. They are available at https://doi.org/10.5281/zenodo.4317553.<br><br>The archive folder “dofiles” contains the code that organizes the MODIS data and matches it to other data sources. It results in the workhorse dataset "data/merge/analyze_me.dta" <br><br>The folder “data_analysis” contains the Stata dofiles that operate on “data/merge/analyze_me.dta” as well as archive folder “data/WHO_mortality” to generate tables and graphs presented in the paper.<br>
description: Response Rates: 100% due to observability of pollution from satellite data.
description: All cities that opened a subway in the relevant time period are included.
description: Cities that inaugurated a subway system between August 2001 and July of 2016. Smallest Geographic Unit: Metropolitan area
description: remote sensing; web scraping; Data analysis is performed using Stata 15.<br><br>
DOI: 10.15468/dl.m5muw9
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Vascular plant collections of the Botanical Museum, University of Oulu (OULU)",
 "Country is Croatia"
 ]
}

 The dataset includes 46 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006672-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d88478
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Koeleria sclerophylla"
 ]
}

 The dataset includes 90 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045321-251025141854904/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.30652388
title: Genome assembly and annotation for 5 <i>Grifola frondosa</i>

description: Genome assembly for and annotation for 5 <i>Grifola frondosa</i>
DOI: 10.6084/m9.figshare.30652388.v1
title: Genome assembly and annotation for 5 <i>Grifola frondosa</i>

description: Genome assembly for and annotation for 5 <i>Grifola frondosa</i>
DOI: 10.15468/dl.jajmh6
title: Occurrence Download

description: A dataset containing 18998308 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-123.59376 43.64153,-121.88166 43.64153,-121.88166 45.80489,-123.59376 45.80489,-123.59376 43.64153))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 18998308 records from 778 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045270-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7d8czt
title: Occurrence Download

description: A dataset containing 1836 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 6.74136221073691",
 "DecimalLongitude is less than 6.74442176392131",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 1836 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045323-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17634970
title: Morphometric data from: Out in the Cold: The ignored influence of glacial melting on Rhincalanus gigas and R. nasutus (Copepoda, Calanoida) morphology in Antarctic waters

description: This dataset contains raw morphometric measurements obtained from 242 Rhincalanus gigas and Rhincalanus nasutus.Acronyms:SPECIES



G : Rhincalanus gigas 

N : Rhincalanus nasutus 


LOCATION



SW : Surface water

MW : Melt water


CLOSNESS



GI : Glacial Influence

NGI : Non-Glacial Influence


STATION information can be found in Fig 1 of the original article.
description: Environmental variability causes variations in the biological traits of marine organisms, affecting their abundance, distribution, and morphology. By using two bio-oceanographic surveys in Maxwell Bay, King George Island (summer 2023), and South Bay, Doumer Island, Palmer Archipelago (summer 2022), West Antarctica, the influence of glacial meltwater was quantified on biological traits of the neritic calanoid copepods, Rhincalanus gigas and R. nasutus. Stations were categorized as glacial-influenced (GI) when the mean temperature and salinity were <1 °C and <33.9 g kg−1 (2022), and <2.2 °C and <33.9 g kg−1 (2023), respectively. Stations with warmer and saltier waters were considered as non-glacial influenced (NGI) zones. The abundance of adult females was similar for both species in the GI and NGI areas. Morphologically, both species were similar, varying from specimens with shorter urosome, and wider 2nd somite of the prosome, to specimens with larger urosome, and narrower 2nd somite of the prosome (PC1, 31 % of the variance). Also, copepods varied from specimens with a narrower body and a pointed urosome to individuals with a wider body and an expanded urosome (PC2, 27 %). The allometry was low but significant for R. gigas (3.46 %), and larger for R. nasutus (13.56 %), associated with a widening of the base of the cephalosome and a change of the urosome's direction. Discriminant Function Analysis detected significant shape differences between GI and NGI areas for the endemic R. gigas, but not for circumglobal R. nasutus. A Partial Least Squares analysis detected covariance between shape variations in Rhincalanus gigas females and hydrographic conditions, showing that individuals with larger (shorter) urosome were associated with warmer (colder) and less (more) oxygenated waters. These morphological variations may pose constraints on the relevant ecological traits of local populations or represent an expression of phenotypic plasticity in endemic Antarctic species.
DOI: 10.5281/zenodo.17634969
title: Morphometric data from: Out in the Cold: The ignored influence of glacial melting on Rhincalanus gigas and R. nasutus (Copepoda, Calanoida) morphology in Antarctic waters

description: This dataset contains raw morphometric measurements obtained from 242 Rhincalanus gigas and Rhincalanus nasutus.Acronyms:SPECIES



G : Rhincalanus gigas 

N : Rhincalanus nasutus 


LOCATION



SW : Surface water

MW : Melt water


CLOSNESS



GI : Glacial Influence

NGI : Non-Glacial Influence


STATION information can be found in Fig 1 of the original article.
description: Environmental variability causes variations in the biological traits of marine organisms, affecting their abundance, distribution, and morphology. By using two bio-oceanographic surveys in Maxwell Bay, King George Island (summer 2023), and South Bay, Doumer Island, Palmer Archipelago (summer 2022), West Antarctica, the influence of glacial meltwater was quantified on biological traits of the neritic calanoid copepods, Rhincalanus gigas and R. nasutus. Stations were categorized as glacial-influenced (GI) when the mean temperature and salinity were <1 °C and <33.9 g kg−1 (2022), and <2.2 °C and <33.9 g kg−1 (2023), respectively. Stations with warmer and saltier waters were considered as non-glacial influenced (NGI) zones. The abundance of adult females was similar for both species in the GI and NGI areas. Morphologically, both species were similar, varying from specimens with shorter urosome, and wider 2nd somite of the prosome, to specimens with larger urosome, and narrower 2nd somite of the prosome (PC1, 31 % of the variance). Also, copepods varied from specimens with a narrower body and a pointed urosome to individuals with a wider body and an expanded urosome (PC2, 27 %). The allometry was low but significant for R. gigas (3.46 %), and larger for R. nasutus (13.56 %), associated with a widening of the base of the cephalosome and a change of the urosome's direction. Discriminant Function Analysis detected significant shape differences between GI and NGI areas for the endemic R. gigas, but not for circumglobal R. nasutus. A Partial Least Squares analysis detected covariance between shape variations in Rhincalanus gigas females and hydrographic conditions, showing that individuals with larger (shorter) urosome were associated with warmer (colder) and less (more) oxygenated waters. These morphological variations may pose constraints on the relevant ecological traits of local populations or represent an expression of phenotypic plasticity in endemic Antarctic species.
DOI: 10.15468/dl.vr2ds6
title: Occurrence Download

description: A dataset containing 2557 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-112.3188 28.34913, -112.1688 28.34913, -112.1688 28.49913, -112.3188 28.49913, -112.3188 28.34913))"
 ]
}

 The dataset includes 2557 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045325-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8cqg6w
title: Occurrence Download

description: A dataset containing 24024 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Sappho sparganurus"
 ]
}

 The dataset includes 24024 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045322-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17641325
title: Analysis of hybrid or traditional materials for hydrogen storage

description: This study was carried out within the Interconnected Nord-Est Innovation Ecosystem (iNEST ECS00000043 – CUP G23C22001130006) and received funding from the European Union Next-GenerationEU (Piano Nazionale di Ripresa e Resilienza (PNRR) – Missione 4 Componente 2, Investimento 1.5 – D.D. 1058 23/06/2022, ECS00000043). This manuscript reflects only the authors’ views and opinions; neither the European Union nor the European Commission can be considered responsible for them. The dataset was developed as part of the activities carried out by Spoke 3 (GREEN AND DIGITAL TRANSITION FOR ADVANCED MANUFACTURING TECHNOLOGY) , Research Topic 3 (Materials), Task 3.3 (Analysis of hybrid or traditional materials for hydrogen storage).
DOI: 10.5281/zenodo.17641326
title: Analysis of hybrid or traditional materials for hydrogen storage

description: This study was carried out within the Interconnected Nord-Est Innovation Ecosystem (iNEST ECS00000043 – CUP G23C22001130006) and received funding from the European Union Next-GenerationEU (Piano Nazionale di Ripresa e Resilienza (PNRR) – Missione 4 Componente 2, Investimento 1.5 – D.D. 1058 23/06/2022, ECS00000043). This manuscript reflects only the authors’ views and opinions; neither the European Union nor the European Commission can be considered responsible for them. The dataset was developed as part of the activities carried out by Spoke 3 (GREEN AND DIGITAL TRANSITION FOR ADVANCED MANUFACTURING TECHNOLOGY) , Research Topic 3 (Materials), Task 3.3 (Analysis of hybrid or traditional materials for hydrogen storage).
DOI: 10.5281/zenodo.17635168
title: Data from: Tales of a Super Butterfly: Is Vanessa carye a Truly Migrant Species? Unraveling Migration Using Morphological and Genomics Approaches

description: This dataset containes SNP fasta files and morphometric data obtained from 989 individuals of Vanessa carye. Additonally, the supplementary tables presented in the original article are also included.
description: Among movement strategies, migratory behavior is particularly intriguing in insects. Home-breeding is often permanent, and return journeys can take several generations. Although migration is crucial to the ecological and evolutionary processes of the species involved, knowledge of insect migratory behavior needs to be better understood. Vanessa carye, a butterfly native to South America with a latitudinal range of ∼7,000 km, exemplifies this problem. This study analyzed samples collected across the species’ range using single-nucleotide polymorphisms (SNPs) to assess population structure, genetic diversity, and geometric morphometrics to examine wing shape variation. Results indicate that V. carye forms a genetically homogeneous unit composed of only two potential populations spanning ∼5,000 km, geographically correlated with the Pacific Ocean and the Andes, maintaining constant gene flow, and with a mean heterozygosity of 5.74% (SE: ±0.048%). Geometric morphometrics detected no geographic differentiation in wing shapes and sizes across ∼7,000 km, suggesting an absence of local adaptation and indicating a conserved wing shape adapted to flight throughout the species’ range. Our findings support V. carye as a migratory species with the longest migratory journey among American butterflies, revealing two migratory routes. With these approaches, we provide a consistent methodological framework for migratory studies in species with important gaps in knowledge of their natural history.
DOI: 10.5281/zenodo.17635169
title: Data from: Tales of a Super Butterfly: Is Vanessa carye a Truly Migrant Species? Unraveling Migration Using Morphological and Genomics Approaches

description: This dataset containes SNP fasta files and morphometric data obtained from 989 individuals of Vanessa carye. Additonally, the supplementary tables presented in the original article are also included.
description: Among movement strategies, migratory behavior is particularly intriguing in insects. Home-breeding is often permanent, and return journeys can take several generations. Although migration is crucial to the ecological and evolutionary processes of the species involved, knowledge of insect migratory behavior needs to be better understood. Vanessa carye, a butterfly native to South America with a latitudinal range of ∼7,000 km, exemplifies this problem. This study analyzed samples collected across the species’ range using single-nucleotide polymorphisms (SNPs) to assess population structure, genetic diversity, and geometric morphometrics to examine wing shape variation. Results indicate that V. carye forms a genetically homogeneous unit composed of only two potential populations spanning ∼5,000 km, geographically correlated with the Pacific Ocean and the Andes, maintaining constant gene flow, and with a mean heterozygosity of 5.74% (SE: ±0.048%). Geometric morphometrics detected no geographic differentiation in wing shapes and sizes across ∼7,000 km, suggesting an absence of local adaptation and indicating a conserved wing shape adapted to flight throughout the species’ range. Our findings support V. carye as a migratory species with the longest migratory journey among American butterflies, revealing two migratory routes. With these approaches, we provide a consistent methodological framework for migratory studies in species with important gaps in knowledge of their natural history.
DOI: 10.15468/dl.2fn3fp
title: Occurrence Download

description: A dataset containing 381 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cryptocline",
 "HasCoordinate is true"
 ]
}

 The dataset includes 381 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045326-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17629442
title: Deep Learning for UAV Thermal Bird Detection: Benchmarking YOLOv8–YOLOv12

description: This repository contains the complete dataset, trained models, and code used in the research paper “Deep Learning for UAV Thermal Bird Detection: Benchmarking YOLOv8–YOLOv12”.The study evaluates the performance of modern YOLO architectures on thermal aerial imagery collected using an unmanned aerial vehicle (UAV). The dataset includes high-resolution thermal frames containing birds at various altitudes, orientations, and environmental conditions.

Contents of this deposit:





dataset_all.zip (5.11 GB):Full annotated thermal dataset used for training, validation, and testing, including images, labels (YOLO format), metadata, and dataset splits.




trained_models.zip (1.02 GB):Pretrained YOLOv8, YOLOv9, YOLOv10, YOLOv11, and YOLOv12 model weights used in the benchmark experiments.




YOLO.ipynb:Complete Jupyter notebook including preprocessing, training, evaluation, and inference pipelines.



This deposit is intended to support reproducible research in UAV-based wildlife monitoring, automated thermal detection, and deep learning for ecological applications. Please cite this dataset using the DOI generated by Zenodo.
DOI: 10.5281/zenodo.17629441
title: Deep Learning for UAV Thermal Bird Detection: Benchmarking YOLOv8–YOLOv12

description: This repository contains the complete dataset, trained models, and code used in the research paper “Deep Learning for UAV Thermal Bird Detection: Benchmarking YOLOv8–YOLOv12”.The study evaluates the performance of modern YOLO architectures on thermal aerial imagery collected using an unmanned aerial vehicle (UAV). The dataset includes high-resolution thermal frames containing birds at various altitudes, orientations, and environmental conditions.

Contents of this deposit:





dataset_all.zip (5.11 GB):Full annotated thermal dataset used for training, validation, and testing, including images, labels (YOLO format), metadata, and dataset splits.




trained_models.zip (1.02 GB):Pretrained YOLOv8, YOLOv9, YOLOv10, YOLOv11, and YOLOv12 model weights used in the benchmark experiments.




YOLO.ipynb:Complete Jupyter notebook including preprocessing, training, evaluation, and inference pipelines.



This deposit is intended to support reproducible research in UAV-based wildlife monitoring, automated thermal detection, and deep learning for ecological applications. Please cite this dataset using the DOI generated by Zenodo.
DOI: 10.15468/dl.asr2a7
title: Occurrence Download

description: A dataset containing 769 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Perodicticus potto"
 ]
}

 The dataset includes 769 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045324-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5g9qf6
title: Occurrence Download

description: A dataset containing 828 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Teratoscincus scincus"
 ]
}

 The dataset includes 828 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045328-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5518/158
title: Data associated with 'Emissions from residential energy use dominate exposure to ambient fine particulate matter in India'

description: Here we use a regional numerical weather prediction model online-coupled with chemistry, evaluated against extensive surface observations, to make the first high resolution study of the impacts of source contributions on ambient PM2.5 and human health in India.
DOI: 10.34740/kaggle/dsv/13792806
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.qgptay
title: Occurrence Download

description: A dataset containing 9454 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zizula hylax"
 ]
}

 The dataset includes 9454 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045330-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z4wkuh
title: Occurrence Download

description: A dataset containing 915 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Spatial distribution of a threatened multi-use species Afzelia africana Sm & Pers in Benin (West- Africa)"
 ]
}

 The dataset includes 915 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045332-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m66zpg
title: Occurrence Download

description: A dataset containing 1084 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-3.97639 40.2101,-3.28692 40.2101,-3.28692 40.54601,-3.97639 40.54601,-3.97639 40.2101))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (0c392aa0-a452-4254-be5c-e49dd60e9b02, 28eb1a3f-1c15-4a95-931a-4af90ecb574d, c8d737e0-2ff8-42e8-b8fc-6b805d26fc5f)",
 "TaxonKey is Oryctolagus cuniculus",
 "Year 2015-2025"
 ]
}

 The dataset includes 1084 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045331-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u4bn6t
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Antirrhinum glandulosum"
 ]
}

 The dataset includes 25 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045334-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hfsnqs
title: Occurrence Download

description: A dataset containing 5313 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Boletus edulis"
 ]
}

 The dataset includes 5313 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045335-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fpve7g
title: Occurrence Download

description: A dataset containing 13792 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Zamia"
 ]
}

 The dataset includes 13792 records from 391 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045333-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d2ckgt
title: Occurrence Download

description: A dataset containing 45864 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lycorma delicatula"
 ]
}

 The dataset includes 45864 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048570-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.