cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.z6yw6b
title: Occurrence Download

description: A dataset containing 26414 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Podarcis siculus"
 ]
}

 The dataset includes 26414 records from 149 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000246-260126135527185/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.28387811
title: Projected ecological and disruptive impacts of climate change on malaria in Africa

description: Geospatial raster datasets corresponding to Figures 1-3 in Symons et al. Each file is a 5x5km resolution raster TIFF covering the continent of Africa. Variables are the projected change under SSP2-4.5 in either infection prevalence (Plasmodium falciparum parasite rate, PfPR) or cumulative clinical cases by 2050 relative to a counterfactual scenario with no future climate change. Each variable has a layer containing the point estimate values and a second enumerating the degree of consensus across CMIP6 GCM members. See manuscript for further details.
DOI: 10.6084/m9.figshare.28387811.v1
title: Projected ecological and disruptive impacts of climate change on malaria in Africa

description: Geospatial raster datasets corresponding to Figures 1-3 in Symons et al. Each file is a 5x5km resolution raster TIFF covering the continent of Africa. Variables are the projected change under SSP2-4.5 in either infection prevalence (Plasmodium falciparum parasite rate, PfPR) or cumulative clinical cases by 2050 relative to a counterfactual scenario with no future climate change. Each variable has a layer containing the point estimate values and a second enumerating the degree of consensus across CMIP6 GCM members. See manuscript for further details.
DOI: 10.15468/dl.4cr3cz
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dicyema robsonellae",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005292-260126135527185/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.30656387
title: Nanoscale multi-gradient ordered architectures driven exceptional strength and ductility in low thermal expansion magnesium alloy

description: All the source data for evaluating the strength and ductility in low thermal expansion magnesium alloy, the thermal expansion coefficient, the atomic coordinates of optimized computational models, and calculated raw results.
DOI: 10.6084/m9.figshare.30656387.v1
title: Nanoscale multi-gradient ordered architectures driven exceptional strength and ductility in low thermal expansion magnesium alloy

description: All the source data for evaluating the strength and ductility in low thermal expansion magnesium alloy, the thermal expansion coefficient, the atomic coordinates of optimized computational models, and calculated raw results.
DOI: 10.15468/dl.m5judc
title: Occurrence Download

description: A dataset containing 8457 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Psammoryctides",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8457 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005293-260126135527185/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.30875816
title: Source data for "Decoupling Strain and Ligand Effects in Catalysis via Gradient High-Entropy Alloys"

description: Source data for "Decoupling Strain and Ligand Effects in Catalysis via Gradient High-Entropy Alloys"The data included the OH* adsorption enrgies and the electronic properites of the acitve site Pt atoms of Mix-HEA, Pt-gradient HEA and the design HEA systems; the bader charge source data for Pt-gradient HEA; the atomic dipole statistical result of Pt-gradient HEA.The relevant structural optimization source data will be uploaded as soon as possible.
DOI: 10.6084/m9.figshare.30875816.v2
title: Source data for "Decoupling Strain and Ligand Effects in Catalysis via Gradient High-Entropy Alloys"

description: Source data for "Decoupling Strain and Ligand Effects in Catalysis via Gradient High-Entropy Alloys"The data included the OH* adsorption enrgies and the electronic properites of the acitve site Pt atoms of Mix-HEA, Pt-gradient HEA and the design HEA systems; the bader charge source data for Pt-gradient HEA; the atomic dipole statistical result of Pt-gradient HEA.The relevant structural optimization source data will be uploaded as soon as possible.
DOI: 10.6084/m9.figshare.30875816.v1
title: Source data for "Depth-wise engineering of catalysts via long-range electronic and strain gradients in Pt-skin high-entropy alloys"

description: Source data for "Depth-wise engineering of catalysts via long-range electronic and strain gradients in Pt-skin high-entropy alloys"The data included the OH* adsorption enrgies and the electronic properites of the acitve site Pt atoms of Mix-HEA, Pt-gradient HEA and the design HEA systems; the bader charge source data for Pt-gradient HEA; the atomic dipole statistical result of Pt-gradient HEA.The relevant structural optimization source data will be uploaded as soon as possible.
DOI: 10.11570/26.0001
title: Modeling the JWST MIRI Counts, Insights Into the Source Properties and Role of Dust-Obscured AGN
DOI: 10.5281/zenodo.18410901
title: ARE-Konsultationsinzidenz

description: Im Datensatz "ARE-Konsultationsinzidenz" des Robert Koch-Instituts werden wöchentliche Inzidenzen von ambulanten Konsultationen mit akuter respiratorischer Erkrankung (ARE) in Deutschland bereitgestellt. Die Daten stammen vom ARE-Praxis-Sentinel des RKI. Hier werden aus Sentinelpraxen Daten von gesetzlich versicherten Patientinnen und Patienten mit einer akuten Atemwegserkrankung entweder einzelfallbasiert anhand von ICD-10-Diagnosecodes mit dem SEED/ARE-Modul oder aggregiert nach Altersgruppen über eine Online-Eingabemaske erfasst. Die ARE-Konsultationsinzidenz wird pro 100.000 Einwohner und nach Altersgruppen und Bundesländern ausgewiesen. Ziel ist es, die Krankheitslast und den saisonalen Verlauf von Atemwegserkrankungen wie Influenza, COVID-19 und RSV-Erkrankungen zu bewerten sowie epidemiologische Entwicklungen frühzeitig zu erkennen
DOI: 10.6084/m9.figshare.28869773
title: Results of nationwide general elections in Poland from 1990 to 2024 in the unified territorial aggregation of electoral districts for the Sejm and the Senate: Database GeoElections Poland 1.0

description: Dataset of all general elections (national presidential and parliamentary elections, elections to the European Parliament) held in Poland between 1990 and 2024. These datasets correspond to two degrees of spatial aggregation - 41 electoral districts (constituencies) for the Sejm and 100 for the Senate. In this dataset, for the first time, it was possible to collate voting results for electoral committees in unified territorial units. Such a compilation is unique and difficult to compile due to the multiple changes of administrative boundaries in Poland, including as a result of the amendment of electoral systems. In addition, only part of this data is publicly available, and the way it is presented makes it possible to create maps and comparisons, subject to time-consuming processing into any of the GIS systems. Therefore, we attach to the data a vector (SHP) map of electoral districts for the Diet and Senate, to which it is easy to attach the developed relational dataset in XLS format in any year and aggregation.
DOI: 10.6084/m9.figshare.28869773.v1
title: Results of nationwide general elections in Poland from 1990 to 2024 in the unified territorial aggregation of electoral districts for the Sejm and the Senate: Database GeoElections Poland 1.0

description: Dataset of all general elections (national presidential and parliamentary elections, elections to the European Parliament) held in Poland between 1990 and 2024. These datasets correspond to two degrees of spatial aggregation - 41 electoral districts (constituencies) for the Sejm and 100 for the Senate. In this dataset, for the first time, it was possible to collate voting results for electoral committees in unified territorial units. Such a compilation is unique and difficult to compile due to the multiple changes of administrative boundaries in Poland, including as a result of the amendment of electoral systems. In addition, only part of this data is publicly available, and the way it is presented makes it possible to create maps and comparisons, subject to time-consuming processing into any of the GIS systems. Therefore, we attach to the data a vector (SHP) map of electoral districts for the Diet and Senate, to which it is easy to attach the developed relational dataset in XLS format in any year and aggregation.
DOI: 10.15468/dl.naey6j
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dicyemennea kaikouriensis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005295-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18410878
title: Raw Data _ Community Elderly Care Services and Life Satisfaction among Older Adults: The Mediating Role of Social Adaptation

description: This dataset, "Raw Data _ Community Elderly Care Services and Life Satisfaction among Older Adults: The Mediating Role of Social Adaptation," was collected from Shanghai residents aged 60 to 80 via the Wenjuanxing platform (https://www.Sojump.com/) between November 2025 and January 2026. Using a multistage random sampling method, 676 valid responses were obtained to examine the relationships among community elderly care services, social adaptation, and life satisfaction.

 

The dataset includes demographic and socio-economic variables and key psychological factors, such as social adaptation, and life satisfaction. The data provide insights into the mechanisms linking community elderly care services and life satisfaction among older adults, offering clear guidance for designing and implementing community elderly care services and related psychological interventions.
DOI: 10.5281/zenodo.18410877
title: Raw Data _ Community Elderly Care Services and Life Satisfaction among Older Adults: The Mediating Role of Social Adaptation

description: This dataset, "Raw Data _ Community Elderly Care Services and Life Satisfaction among Older Adults: The Mediating Role of Social Adaptation," was collected from Shanghai residents aged 60 to 80 via the Wenjuanxing platform (https://www.Sojump.com/) between November 2025 and January 2026. Using a multistage random sampling method, 676 valid responses were obtained to examine the relationships among community elderly care services, social adaptation, and life satisfaction.

 

The dataset includes demographic and socio-economic variables and key psychological factors, such as social adaptation, and life satisfaction. The data provide insights into the mechanisms linking community elderly care services and life satisfaction among older adults, offering clear guidance for designing and implementing community elderly care services and related psychological interventions.
DOI: 10.6084/m9.figshare.28607624
title: LFER-on-Mechanism-Prediction-Dataset

description: This folder contains the following files:
ZIP S1: Cartesian coordinate and corresponding energies of all transition states located in this study.
ZIP S2: Source data of Fig. 3, 4 and 8, including DFT calculated bond formation free energy changes and mechanism selectivity prediction of 132,300 L-R-N combinations.
Figures: Editable figures (and corresponding ChemDraw elements) in the main text.
DOI: 10.6084/m9.figshare.28607624.v1
title: LFER-on-Mechanism-Prediction-Dataset

description: This folder contains the following files:
ZIP S1: Cartesian coordinate and corresponding energies of all transition states located in this study.
ZIP S2: Source data of Fig. 3, 4 and 8, including DFT calculated bond formation free energy changes and mechanism selectivity prediction of 132,300 L-R-N combinations.
Figures: Editable figures (and corresponding ChemDraw elements) in the main text.
DOI: 10.18758/khv8zxu2
title: 3-years of (O)VOC and ozone flux measurements at a mixed temperate forest at the Vielsalm ICOS ecosystem station (Belgium)

description: This dataset contains (oxygenated) volatile organic compound ((O)VOC) and ozone concentration and flux measurements obtained at the ICOS ecosystem site in Vielsalm, Belgium. Fluxes are provided either above the canopy (51 m above ground level) or in the trunk space (3 m above ground level) of the mixed temperate forest. High frequency (O)VOC (PTR-ToF-MS 4000, _Ionicon Analytik GmbH, Austria_) and ozone (T400 UV Absorption ozone analyser, _Teledyne Technologies Inc, CA, USA_, in combination with a fast ozone analyser) observations were combined with turbulence measurements (HS-50 sonic anemometer, _Gill Instrument Ltd, UK_) to compute eddy covariance fluxes using either the EddyPro© (ozone) or GEddySoft ((O)VOCs) software.

Detailed site description, characterization of the site, and ancillary measurements performed by the ICOS network, can be found in the ICOS portal, [BE-Vie station](https://meta.icos-cp.eu/resources/stations/ES_BE-Vie) webpage.
DOI: 10.6084/m9.figshare.28100453
title: Humoral IgG1 responses to tumor antigens underpin clinical outcomes in immune checkpoint blockade

description: This study investigates the role of B cells in ICB clinical trials. Our initial observations are done in cohort b1 (discovery) and we validate our findings in cohorts b2 (validation), as well as multiple additional cohorts, as described in figure 1a and the methods section.

The data attached includes 3 assays:
(1) Bulk RNAseq+BCRseq, (2) scRNAseq+scBCRseq and (3) Seromics.

bulk data includes:

discovery cohort b1:

bulk:
bulk_discovery_cohort_BCR_table.csv, BCRseq data.
bulk_discovery_cohort_metadata.csv, relevant metadata for analysis.
bulk_discovery_cohort_voomjDream.RDS, normalized count data.

scRNAseq:
discovery_cohort_b_cells_clean.h5ad, single cell data and self explanatory relevant metadata.
discovery_cohort_BCRseq_table.csv, BCRseq data.

Seromics:
seromics_raw_data.xlsx, processed raw data from seromics.


validation cohort b2:

bulk:
bulk_validation_cohort_BCR_table.csv, BCRseq data.
bulk_validation_cohort_metadata.csv, relevant metadata for analysis.
bulk_validation_cohort_voomjDream.RDS, normalized count data.

scRNAseq:
validation_cohort_b_cells_clean.h5ad, single cell data and self explanatory relevant metadata.
validation_cohort_BCRseq_table.csv, BCRseq data.

Detailed description on the methods applied can be found in the methods section from the article. We also provide the code used for analysis, however, it is important to note that no new methods were developed for analysis. The code consistently applies existing tools and algorithms to investigate single cell and bulk sequencing data. There are multiple code sniplets for discovery cohort and fewer more condensed sniplets for the additional cohorts. Cohorts not provided here are described in the methods section because they are already existing public data.
DOI: 10.6084/m9.figshare.28100453.v1
title: Humoral IgG1 responses to tumor antigens underpin clinical outcomes in immune checkpoint blockade

description: This study investigates the role of B cells in ICB clinical trials. Our initial observations are done in cohort b1 (discovery) and we validate our findings in cohorts b2 (validation), as well as multiple additional cohorts, as described in figure 1a and the methods section.

The data attached includes 3 assays:
(1) Bulk RNAseq+BCRseq, (2) scRNAseq+scBCRseq and (3) Seromics.

bulk data includes:

discovery cohort b1:

bulk:
bulk_discovery_cohort_BCR_table.csv, BCRseq data.
bulk_discovery_cohort_metadata.csv, relevant metadata for analysis.
bulk_discovery_cohort_voomjDream.RDS, normalized count data.

scRNAseq:
discovery_cohort_b_cells_clean.h5ad, single cell data and self explanatory relevant metadata.
discovery_cohort_BCRseq_table.csv, BCRseq data.

Seromics:
seromics_raw_data.xlsx, processed raw data from seromics.


validation cohort b2:

bulk:
bulk_validation_cohort_BCR_table.csv, BCRseq data.
bulk_validation_cohort_metadata.csv, relevant metadata for analysis.
bulk_validation_cohort_voomjDream.RDS, normalized count data.

scRNAseq:
validation_cohort_b_cells_clean.h5ad, single cell data and self explanatory relevant metadata.
validation_cohort_BCRseq_table.csv, BCRseq data.

Detailed description on the methods applied can be found in the methods section from the article. We also provide the code used for analysis, however, it is important to note that no new methods were developed for analysis. The code consistently applies existing tools and algorithms to investigate single cell and bulk sequencing data. There are multiple code sniplets for discovery cohort and fewer more condensed sniplets for the additional cohorts. Cohorts not provided here are described in the methods section because they are already existing public data.
DOI: 10.5281/zenodo.18410923
title: COVID-ARE-Konsultationsinzidenz

description: Im Datensatz "COVID-ARE-Konsultationsinzidenz" des Robert Koch-Instituts werden wöchentliche Inzidenzen von ambulanten Konsultationen mit akuter respiratorischer Erkrankung (ARE) und zusätzlicher COVID-19-Diagnose in Deutschland bereitgestellt. Über das syndromische Surveillance-Modul SEED-ARE werden aus Sentinelpraxen Daten von gesetzlich versicherten Patientinnen und Patienten mit einer akuten Atemwegserkrankung inklusive der jeweiligen ICD-10-Diagnosecodes elektronisch übermittelt. Die COVID-ARE-Konsultationsinzidenz wird pro 100.000 Einwohner und nach Altersgruppen ausgewiesen. Der Datensatz ermöglicht eine zeitnahe Einschätzung der Krankheitslast und unterstützt evidenzbasierte Entscheidungen im Infektionsgeschehen mit COVID-19.
DOI: 10.6084/m9.figshare.29891531
title: Structural insights into C3 convertase activity of the classical pathway of complement

description: Structures of the C3 convertase of the classical pathway of complement
DOI: 10.6084/m9.figshare.29891531.v1
title: Structural insights into C3 convertase activity of the classical pathway of complement

description: Structures of the C3 convertase of the classical pathway of complement
DOI: 10.15468/dl.2cav7a
title: Occurrence Download

description: A dataset containing 18722 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tubifex",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 18722 records from 197 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005297-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17866836
title: Experimental study on automation and data-driven modeling in the punching-collar forming process [Dataset]

description: Summary

The dataset originates from experimental investigations into a two-stage punching-collar forming process. Fluctuations in process and material parameters promote the formation of edge cracks along the collar, leading to undesired scrap. The dataset includes measurements that support the design of a fully automated progressive forming tool and enable detailed process analysis.

More information can be found in the instruction:

Instruction_for_the_application_of_the_dataset.pdf.

Content

This dataset (~455 MB) includes:



force–displacement curves from the punching operation,

force–displacement curves from the collar forming operation,

labeled and unlabeled greyscale images of the collars


for 216 experiments conducted under varied process parameters.

The selected process and material parameters, along with the corresponding file naming convention, are documented in the file experiment_parameters.xlsx. The formed collars were evaluated based on the size and number of edge cracks and assigned to a quality scale.

Published with the research presented in the paper:

Korenek, J., Riemer, M., Kräusel, V., Langhammer, D. & Koschmider, A. (2025). Experimental study on automation and data-driven modeling in the punching-collar forming process. at - Automatisierungstechnik, 73(3), 185-197. https://doi.org/10.1515/auto-2024-0104
DOI: 10.5281/zenodo.17866837
title: Experimental study on automation and data-driven modeling in the punching-collar forming process [Dataset]

description: Summary

The dataset originates from experimental investigations into a two-stage punching-collar forming process. Fluctuations in process and material parameters promote the formation of edge cracks along the collar, leading to undesired scrap. The dataset includes measurements that support the design of a fully automated progressive forming tool and enable detailed process analysis.

More information can be found in the instruction:

Instruction_for_the_application_of_the_dataset.pdf.

Content

This dataset (~455 MB) includes:



force–displacement curves from the punching operation,

force–displacement curves from the collar forming operation,

labeled and unlabeled greyscale images of the collars


for 216 experiments conducted under varied process parameters.

The selected process and material parameters, along with the corresponding file naming convention, are documented in the file experiment_parameters.xlsx. The formed collars were evaluated based on the size and number of edge cracks and assigned to a quality scale.

Published with the research presented in the paper:

Korenek, J., Riemer, M., Kräusel, V., Langhammer, D. & Koschmider, A. (2025). Experimental study on automation and data-driven modeling in the punching-collar forming process. at - Automatisierungstechnik, 73(3), 185-197. https://doi.org/10.1515/auto-2024-0104
DOI: 10.15468/dl.ygm99e
title: Occurrence Download

description: A dataset containing 30653 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "OccurrenceStatus is Present",
 "TaxonKey is Sciaenops ocellatus",
 "Year 1970-2026"
 ]
}

 The dataset includes 30653 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005296-260126135527185/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.30758936
title: Elevated atmospheric CO2 decreases methylmercury production in freshwater lakes

description: Elevated CO2 inhibited methylmercury production in lakes.
DOI: 10.6084/m9.figshare.30758936.v1
title: Elevated atmospheric CO2 decreases methylmercury production in freshwater lakes

description: Elevated CO2 inhibited methylmercury production in lakes.