cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30500773.v2
title: Privacy-Aware Gaussian Process Regression

description: We propose a novel theoretical and methodological framework for Gaussian process regression subject to privacy constraints. The proposed method can be used when a data owner is unwilling to share a high-fidelity supervised learning model built from their data with the public due to privacy concerns. The key idea of the proposed method is to add synthetic noise to the data until the predictive variance of the Gaussian process model reaches a prespecified privacy level. The optimal covariance matrix of the synthetic noise is formulated in terms of semidefinite programming. We also introduce the formulation of privacy-aware solutions under continuous privacy constraints using kernel-based approaches, and study their theoretical properties. The proposed method is illustrated by considering a model that tracks the trajectories of satellites and a real application on a census dataset.
DOI: 10.6084/m9.figshare.30500773.v1
title: Privacy-aware Gaussian Process Regression

description: We propose a novel theoretical and methodological framework for Gaussian process regression subject to privacy constraints. The proposed method can be used when a data owner is unwilling to share a high-fidelity supervised learning model built from their data with the public due to privacy concerns. The key idea of the proposed method is to add synthetic noise to the data until the predictive variance of the Gaussian process model reaches a prespecified privacy level. The optimal covariance matrix of the synthetic noise is formulated in terms of semi-definite programming. We also introduce the formulation of privacy-aware solutions under continuous privacy constraints using kernel-based approaches, and study their theoretical properties. The proposed method is illustrated by considering a model that tracks the trajectories of satellites and a real application on a census dataset.
DOI: 10.5281/zenodo.18088069
title: ASAP Field Research Dataset: Italy

description: Anonymised datasets from quantitative (survey) field research conducted in Italy within the ASAP project, involving pre-adolescents, parents and teachers. The datasets contain raw survey data on pre-adolescents’ relationship with digital and social media, with particular attention to cyberbullying and digital/media literacy. Data were collected using research protocols developed in compliance with ethical standards and approved by the Research Ethics Committee of DOBA Business School, Faculty of Applied Business and Social Studies (Maribor, Slovenia).
DOI: 10.5281/zenodo.18088070
title: ASAP Field Research Dataset: Italy

description: Anonymised datasets from quantitative (survey) field research conducted in Italy within the ASAP project, involving pre-adolescents, parents and teachers. The datasets contain raw survey data on pre-adolescents’ relationship with digital and social media, with particular attention to cyberbullying and digital/media literacy. Data were collected using research protocols developed in compliance with ethical standards and approved by the Research Ethics Committee of DOBA Business School, Faculty of Applied Business and Social Studies (Maribor, Slovenia).
DOI: 10.15468/dl.qkz79v
title: Occurrence Download

description: A dataset containing 803 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Switzerland, Italy, France)",
 "Month is August",
 "TaxonKey is Argynnis pandora",
 "Year 2015-2025"
 ]
}

 The dataset includes 803 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068677-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t8sj6c
title: Occurrence Download

description: A dataset containing 3875 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Aedes albopictus"
 ]
}

 The dataset includes 3875 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068678-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25390/caryinstitute.11801052
title: Cary Institute Environmental Monitoring Program Current Year Data 2025

description: The Cary Institute of Ecosystem Studies Environmental Monitoring Program is a long-term data collection program designed to understand how the environment changes over time. The program includes monitoring of climate including temperature and precipitation, as well as variables related to air pollution, such as acid deposition and ozone, and water pollution and other streamwater chemistry. Our solar radiation monitoring includes diffuse and global photosynthetically active radiation (PAR), diffuse and global shortwave radiation, net radiation and UV. Long-term monitoring of solar radiation provides us with an understanding of atmospheric energy dynamics, which can affect natural and human systems. The Cary Institute of Ecosystem Studies, Environmental Monitoring Program furnishes data under the following conditions: The data have received quality assurance scrutiny by our program, and, although we are confident of the accuracy of these data, Cary Institute will not be held liable for errors in these data. Data are subject to change resulting from updates in data screening or models used. Data citation: please click on the Cite button in the Figshare repository.<br>
Those wishing to publish data from Cary Institute of Ecosystem Studies, Environmental Monitoring Program are encouraged to contact data manager Vicky Kelly, kellyv@caryinstitute.org.<br>
For complete data for previous years and for complete metadata, please see appropriate items for the Cary Institute Environmental Monitoring Program at https://caryinstitute.figshare.com/
DOI: 10.25390/caryinstitute.11801052.v86
title: Cary Institute Environmental Monitoring Program Current Year Data 2025

description: The Cary Institute of Ecosystem Studies Environmental Monitoring Program is a long-term data collection program designed to understand how the environment changes over time. The program includes monitoring of climate including temperature and precipitation, as well as variables related to air pollution, such as acid deposition and ozone, and water pollution and other streamwater chemistry. Our solar radiation monitoring includes diffuse and global photosynthetically active radiation (PAR), diffuse and global shortwave radiation, net radiation and UV. Long-term monitoring of solar radiation provides us with an understanding of atmospheric energy dynamics, which can affect natural and human systems. The Cary Institute of Ecosystem Studies, Environmental Monitoring Program furnishes data under the following conditions: The data have received quality assurance scrutiny by our program, and, although we are confident of the accuracy of these data, Cary Institute will not be held liable for errors in these data. Data are subject to change resulting from updates in data screening or models used. Data citation: please click on the Cite button in the Figshare repository.<br>
Those wishing to publish data from Cary Institute of Ecosystem Studies, Environmental Monitoring Program are encouraged to contact data manager Vicky Kelly, kellyv@caryinstitute.org.<br>
For complete data for previous years and for complete metadata, please see appropriate items for the Cary Institute Environmental Monitoring Program at https://caryinstitute.figshare.com/
DOI: 10.25390/caryinstitute.11801052.v85
title: Cary Institute Environmental Monitoring Program Current Year Data 2025

description: The Cary Institute of Ecosystem Studies Environmental Monitoring Program is a long-term data collection program designed to understand how the environment changes over time. The program includes monitoring of climate including temperature and precipitation, as well as variables related to air pollution, such as acid deposition and ozone, and water pollution and other streamwater chemistry. Our solar radiation monitoring includes diffuse and global photosynthetically active radiation (PAR), diffuse and global shortwave radiation, net radiation and UV. Long-term monitoring of solar radiation provides us with an understanding of atmospheric energy dynamics, which can affect natural and human systems. The Cary Institute of Ecosystem Studies, Environmental Monitoring Program furnishes data under the following conditions: The data have received quality assurance scrutiny by our program, and, although we are confident of the accuracy of these data, Cary Institute will not be held liable for errors in these data. Data are subject to change resulting from updates in data screening or models used. Data citation: please click on the Cite button in the Figshare repository.<br>
Those wishing to publish data from Cary Institute of Ecosystem Studies, Environmental Monitoring Program are encouraged to contact data manager Vicky Kelly, kellyv@caryinstitute.org.<br>
For complete data for previous years and for complete metadata, please see appropriate items for the Cary Institute Environmental Monitoring Program at https://caryinstitute.figshare.com/
DOI: 10.5517/ccdc.csd.cc2qg2fq
title: CCDC 2515973: Experimental Crystal Structure Determination

description: Related Article: xiaopeng huang|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.mjeqep
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "Month is August",
 "TaxonKey is Erebia scipio",
 "Year 2014-2025"
 ]
}

 The dataset includes 71 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068679-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p14rtbny
title: Phytoplankton Data for Samples Collected at 18 Adirondack Lakes, New York State, July to October 2024

description: This data release contains phytoplankton identification and enumeration data from the analysis of water samples collected from 18 lakes within the Adirondack Park, New York State. Samples were collected as part of the Adirondack Long-Term Monitoring (ALTM) program (for more information, refer to: New York State Energy Research and Development Authority, 2015). The ALTM has monitored water chemistry in lakes across the Adirondacks since 1984. Data were collected by the Adirondack Watershed Institute from July 7 to October 2, 2024. Phytoplankton were identified to the lowest possible taxonomic level with abundance (reported as both natural units and cells) and biovolume reported.
DOI: 10.60893/figshare.pte.30964669
title: Working for Veritasium

description: Students are lately getting much of their science knowledge from YouTube and other social media. In this article I describe my contributions as a script writer and fact checker on a very popular recent physics video.
DOI: 10.60893/figshare.pte.30964669.v1
title: Working for Veritasium

description: Students are lately getting much of their science knowledge from YouTube and other social media. In this article I describe my contributions as a script writer and fact checker on a very popular recent physics video.
DOI: 10.15468/dl.z62dzd
title: Occurrence Download

description: A dataset containing 8028 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Aedes aegypti"
 ]
}

 The dataset includes 8028 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068680-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18071860
title: Assessing the economic benefits of space weather mitigation investment decisions: Evidence from Aotearoa New Zealand
DOI: 10.5281/zenodo.18071859
title: Assessing the economic benefits of space weather mitigation investment decisions: Evidence from Aotearoa New Zealand
DOI: 10.15468/dl.nnmjwv
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "Month is August",
 "TaxonKey is Boloria graeca",
 "Year 2015-2025"
 ]
}

 The dataset includes 72 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068682-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18088122
title: ASAP Field Research Dataset: Portugal

description: Anonymised datasets from quantitative (survey) field research conducted in Portugal with school teachers within the ASAP project. The datasets contain raw survey data on pre-adolescents’ relationship with digital and social media, with particular attention to cyberbullying and digital/media literacy. Data were collected using research protocols developed in compliance with ethical standards and approved by the Research Ethics Committee of DOBA Business School, Faculty of Applied Business and Social Studies (Maribor, Slovenia).
DOI: 10.5281/zenodo.18088121
title: ASAP Field Research Dataset: Portugal

description: Anonymised datasets from quantitative (survey) field research conducted in Portugal with school teachers within the ASAP project. The datasets contain raw survey data on pre-adolescents’ relationship with digital and social media, with particular attention to cyberbullying and digital/media literacy. Data were collected using research protocols developed in compliance with ethical standards and approved by the Research Ethics Committee of DOBA Business School, Faculty of Applied Business and Social Studies (Maribor, Slovenia).
DOI: 10.6084/m9.figshare.29108054
title: Sydraulic actuation in spider legs - software and tables

description: Hemolymph channels (lacunae) in the legs of spiders are part of their open circulatory system. They are defined as hemolymph-filled spaces between tissues within the leg tubes which are otherwise largely filled with muscles. In two of the major leg joints the leg segments are connected via hinge joints that are located at their dorsal rims.The lacunae are used to channel hemolymph to the extensor-less joints during leg extension. However, during flexion drag in the lacunae may hamper movement and force generation. Dynamic flexions of the tibia-metatarsus joint considering anatomical and physiological properties identified for the hunting spider <i>Cupiennius salei</i> were used to investigate the trade-off between muscular force and hemolymph-drainage with the result that the diameters of the hemolymph channels are only weakly optimal but not critical for quick flexions. With small loads of 0.1 g, which is a common prey size, this configuration seems to enable the fastest flexions.
DOI: 10.6084/m9.figshare.29108054.v1
title: Sydraulic actuation in spider legs - software and tables

description: Hemolymph channels (lacunae) in the legs of spiders are part of their open circulatory system. They are defined as hemolymph-filled spaces between tissues within the leg tubes which are otherwise largely filled with muscles. In two of the major leg joints the leg segments are connected via hinge joints that are located at their dorsal rims.The lacunae are used to channel hemolymph to the extensor-less joints during leg extension. However, during flexion drag in the lacunae may hamper movement and force generation. Dynamic flexions of the tibia-metatarsus joint considering anatomical and physiological properties identified for the hunting spider <i>Cupiennius salei</i> were used to investigate the trade-off between muscular force and hemolymph-drainage with the result that the diameters of the hemolymph channels are only weakly optimal but not critical for quick flexions. With small loads of 0.1 g, which is a common prey size, this configuration seems to enable the fastest flexions.
DOI: 10.15468/dl.e6vrde
title: Occurrence Download

description: A dataset containing 16071 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Aedes aegypti"
 ]
}

 The dataset includes 16071 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068684-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14334613
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.15469996
title: Salty Seagull Dataset

description: This is a documented dataset, with JSON logs of access records and attacks against a Very-Small-Aperture Terminal (VSAT) honeynet.
DOI: 10.5281/zenodo.18088113
title: Salty Seagull Dataset

description: This is a documented dataset, with JSON logs of access records and attacks against a Very-Small-Aperture Terminal (VSAT) honeynet.
DOI: 10.6084/m9.figshare.30964210.v1
title: processed_mACA_data_for_benchmarking_subsampling_methods_with_ACTINN

description: The processed and splitted mACA data for benchmarking subsampling methods with ACTINN in the study of scValue (DOI: 10.1093/bib/bbaf279). This data is derived from that of the <i>Tabula Muris Senis</i> study (DOI: 10.1038/s41586-020-2496-1), available at: https://figshare.com/articles/dataset/Processed_files_to_use_with_scanpy_/8273102.
DOI: 10.6084/m9.figshare.30964210
title: processed_mACA_data_for_benchmarking_subsampling_methods_with_ACTINN

description: The processed and splitted mACA data for benchmarking subsampling methods with ACTINN in the study of scValue (DOI: 10.1093/bib/bbaf279). This data is derived from that of the <i>Tabula Muris Senis</i> study (DOI: 10.1038/s41586-020-2496-1), available at: https://figshare.com/articles/dataset/Processed_files_to_use_with_scanpy_/8273102.
DOI: 10.60521/332556
title: Gridded near-bottom bathymetry data (netCDF format, 1-m resolution) for the distal rift zones of Axial Seamount, version: December, 2025

description: This "AxialDistalRiftZones" data set is compiled from data collected on surveys of the distal North and South Rift Zones at Axial Seamount between 2011 and 2021 by the MBARI Mapping AUVs (MAUV1 and MAUV2). This data set is as published in Paduan et al., 2026, Voluminous Inflated Lobate Flows on the Distal Rift Zones of Axial Seamount, Juan de Fuca Spreading Ridge, in Geochemistry, Geophysics, Geosystems. The MBARI AUV bathymetry coverage of the distal rift zones is not likely to change in the near future, but this data set should still be considered a work in progress. The navigation model underlying this version of bathymetry was generated in 2025 using the MB-System mbnavadjust program, with which the AUV surveys are tied together. The data have 1-m horizontal resolution, and the grids were made with square cells for use with GIS. These grid rasters are in GMT-compatible netCDF format with the geographic WGS-1984 coordinate system. Funding for the work was provided through annual grants to MBARI from the David and Lucile Packard Foundation.
DOI: 10.6084/m9.figshare.30964687
title: Data Innovation Project 2024-25

description: Data from Innovation Project 2024-25 - publish in Peer assessment for self-regulated learning and perceptions of their teaching: results and comparison between future Preschool and Primary School Teachers
DOI: 10.6084/m9.figshare.30964687.v1
title: Data Innovation Project 2024-25

description: Data from Innovation Project 2024-25 - publish in Peer assessment for self-regulated learning and perceptions of their teaching: results and comparison between future Preschool and Primary School Teachers
DOI: 10.60521/332557
title: Gridded near-bottom bathymetry data (ESRI ASCII format, 1-m resolution) for the distal rift zones of Axial Seamount, version: December, 2025

description: This "AxialDistalRiftZones" data set is compiled from data collected on surveys of the distal North and South Rift Zones at Axial Seamount between 2011 and 2021 by the MBARI Mapping AUVs (MAUV1 and MAUV2). This data set is as published in Paduan et al., 2026, Voluminous Inflated Lobate Flows on the Distal Rift Zones of Axial Seamount, Juan de Fuca Spreading Ridge, in Geochemistry, Geophysics, Geosystems. The MBARI AUV bathymetry coverage of the distal rift zones is not likely to change in the near future, but this data set should still be considered a work in progress. The navigation model underlying this version of bathymetry was generated in 2025 using the MB-System mbnavadjust program, with which the AUV surveys are tied together. The data have 1-m horizontal resolution, and the grids were made with square cells for use with GIS. These grid rasters are in ESRI ASCII format with the geographic WGS-1984 coordinate system. Funding for the work was provided through annual grants to MBARI from the David and Lucile Packard Foundation.
DOI: 10.60521/332559
title: Interpreted outlines (shapefile format) of voluminous lobate flows for the distal rift zones of Axial Seamount, version: December, 2025

description: These shapefiles of lobate flow outlines were constructed with ArcGIS upon grids of 1-m lateral resolution processed swath bathymetry data compiled from data collected on surveys of the distal North and South Rift Zones at Axial Seamount between 2011 and 2021 by the MBARI Mapping AUVs (MAUV1 and MAUV2). The shapefiles are in UTM zone 9N projection and are published in Paduan et al., 2026, Voluminous Inflated Lobate Flows on the Distal Rift Zones of Axial Seamount, Juan de Fuca Spreading Ridge, in Geochemistry, Geophysics, Geosystems. The MBARI AUV bathymetry coverage of the distal rift zones is not likely to change in the near future, but this data set should still be considered a work in progress. The navigation model underlying this version of bathymetry was generated in 2025 using the MB-System mbnavadjust program, with which the AUV surveys are tied together. Funding for the work was provided through annual grants to MBARI from the David and Lucile Packard Foundation.
DOI: 10.15468/dl.ybtehy
title: Occurrence Download

description: A dataset containing 107144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pyrrhocorax graculus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-180 -90, 180 -90, 180 90, -180 90, -180 -90))"
 ]
}

 The dataset includes 107144 records from 329 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068668-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.