cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.4211/hs.2d0006fde39d411eb80093991eab85ba
title: River temperature response to atmospheric heatwaves in the European Alps

description: This dataset contains data related to the research paper "River temperature response to atmospheric heatwaves is modulated by discharge and meltwater" by Van Hamel, Janzing, and Brunner (2026), published in "Communications Earth & Environment" (DOI: 10.1038/s43247-026-03269-6). 

This dataset contains data from 275 river gauging stations in Switzerland and Austria. The shapefiles with catchment delineations and station locations are provided, including an overview of some catchment characteristics. Furthermore, we provide the annual regime data for all catchments for the considered 11 hydro-climatic variables: air temperature, water temperature, discharge, surface net solar radiation, relative humidity, precipitation, actual evaporation, precipitation minus actual evaporation, liquid volumetric soil moisture, meltwater, and the meltfraction. All regimes are constructed based on 10 years of data (2011-2021) and are defined as the 50th percentile of the mean daily values, smoothed over a 30-days time window. Finally, we provide detailed information on the identified and extracted atmospheric heatwaves per catchment, the overlap with riverine heatwaves, and the absolute values, the anomalies, and the z-score of the 11 different variables during the time window of each atmospheric heatwave. 

For an extended explanation of the data sources, methodology, and data analyses, we refer to our research paper.
DOI: 10.15468/dl.zk3awb
title: Occurrence Download

description: A dataset containing 128364 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Xerces Society - Bumble Bee Watch"
 ]
}

 The dataset includes 128364 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012675-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26033/xaky-md22
title: Europa Clipper SUDA Ground Calibration Bundle

description: This bundle collects all the ground calibration data products produced by the SUDA instrument.
DOI: 10.15468/dl.ufk7m5
title: Occurrence Download

description: A dataset containing 293 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-73.47554 42.53964,-71.51003 42.53964,-71.51003 45.0479,-73.47554 45.0479,-73.47554 42.53964))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lynx rufus",
 "Year 2024-2026"
 ]
}

 The dataset includes 293 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012676-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18488986
title: Decision-Making and Digital Systems 2026 (Dataset, n = 358)

description: This dataset is part of the Human Clarity Institute’s Human–AI Experience 2026 data series. It examines how people experience decision-making, autonomy, confidence, and reliance when interacting with digital and AI-enabled systems in everyday life, including perceived clarity, cognitive effort, and shifts in personal capability.

The dataset includes:• validated 1–7 Likert-scale items• measures of decision-making clarity, confidence, and overwhelm• indicators of reliance on digital and automated systems for thinking and decision support• measures of perceived autonomy, independence, and epistemic confidence• self-reported change over the past year in focus, control, and wellbeing• demographic variables across six English-speaking countries

Data were collected on 4 February 2026 via Prolific from adults in Australia, the United States, the United Kingdom, Ireland, Canada, and New Zealand.

All data were cleaned, anonymised, and processed under the Human Clarity Institute’s machine-readable dataset protocol, which includes:

• canonical snake_case variable naming• validated numeric ranges and response scales• standardised demographic and categorical encodings• full alignment with the accompanying data dictionary• removal of participant identifiers and timestamps• SHA-256 checksums for all files

This dataset contributes to understanding how decision-making processes are shaped in digitally mediated environments, supporting longitudinal tracking of autonomy, cognitive reliance, and human agency as AI systems become increasingly embedded in everyday life.
DOI: 10.6084/m9.figshare.31258807
title: Raskinella chloraquaticus MAGs

description: Raskinella chloraquaticus MAGs assembled and binned as a part of the Drinking Water Genome Catalogue (DWGC). The dataset consists of 42 MAGs and are further divided into two subspecies: Lineage 1 (L1) and Lineage 2 (L2).
DOI: 10.6084/m9.figshare.31258807.v1
title: Raskinella chloraquaticus MAGs

description: Raskinella chloraquaticus MAGs assembled and binned as a part of the Drinking Water Genome Catalogue (DWGC). The dataset consists of 42 MAGs and are further divided into two subspecies: Lineage 1 (L1) and Lineage 2 (L2).
DOI: 10.15468/dl.5dt6th
title: Occurrence Download

description: A dataset containing 79824 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Centaurea jacea, Centaurea pannonica, Centaurea pannonica, Centaurea preissmannii, Centaurea amara, Centaurea amara, Centaurea thuillieri, Centaurea subjacea)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 79824 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012665-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.71682/10549374
title: Anonymized GENNOVATE Data
title: Global Qualitative Dataset on Gender Norms and Youth Aspirations in Agrifood Systems

description: The GENNOVATE metadata is hosted separately on Dataverse and can be accessed via this DOI: https://doi.org/10.71682/10549388. 
As a global comparative research initiative, GENNOVATE examines how gender norms and agency influence the adoption of agricultural and natural resource management innovations among men, women, and youth. This collection comprises qualitative datasets from 108 rural communities across 23 countries, representing over 7,000 participants from diverse socioeconomic and age groups. By capturing focus group discussions and individual interviews, the data provides a cross-contextual analysis of how gendered expectations—or social rules—shape an individual’s ability to access, adapt, and benefit from agricultural advancements.
DOI: 10.15468/dl.y6c8yk
title: Occurrence Download

description: A dataset containing 12043 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Centaurea montana, Centaurea montana, Centaurea montana, Centaurea montana, Cyanus montanus, Cyanus montanus)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 12043 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012677-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.625gh6
title: Occurrence Download

description: A dataset containing 518 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Centaurea nigra, Centaurea nigra, Centaurea nigra, Centaurea nigra)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 518 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012678-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18489002
title: IODP Expedition 385 Rig instrumentation

description: Operational rig information data were measured using a variety of sensors and compiled using the RigWatch software package. Approximately 50 channels of drilling/coring data are captured in real time during the expedition. Data are presented as ASCII files extracted from the proprietary RigWatch data files and are presented by expedition. RigWatch data in time or depth domain can be imported into graphics and analysis programs to be merged and correlated with core physical properties data to enhance assessment of poor core recovery intervals.
DOI: 10.5281/zenodo.18489003
title: IODP Expedition 385 Rig instrumentation

description: Operational rig information data were measured using a variety of sensors and compiled using the RigWatch software package. Approximately 50 channels of drilling/coring data are captured in real time during the expedition. Data are presented as ASCII files extracted from the proprietary RigWatch data files and are presented by expedition. RigWatch data in time or depth domain can be imported into graphics and analysis programs to be merged and correlated with core physical properties data to enhance assessment of poor core recovery intervals.
DOI: 10.15468/dl.zmzfgy
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Centaurea nigrescens, Centaurea nigrescens, Centaurea nigrescens)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 81 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012679-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26033/ejc7-ny79
title: OSIRIS-REx Touch-and-Go Camera Suite (TAGCAMS) Bundle

description: This bundle collects all the operational data products produced by the OSIRIS-REx Touch-and_Go Camera Suite (TAGCAMS). TAGCAMS is a suite of engineering cameras used for optical navigation (navcam), natural feature tracking (nftcam), and documenting sample stowage (stowcam).
DOI: 10.5683/sp3/b60u1z
title: Social Policy Simulation Database/Model v. 30.3 (SPSDM), [2025] [Canada]
title: SPSDM v. 30.3 [2025]
title: Base de Données et Modèle de Simulation de Politiques Sociales v. 30.3, [2025] [Canada]

description: &lt;p&gt;The Social Policy Simulation Database and Model (SPSD/M) is a micro computer-based product designed to assist those interested in analyzing the financial interactions of governments and individuals in Canada. It can help one to assess the cost implications or income redistributive effects of changes in the personal taxation and cash transfer system. The SPSD is a non-confidential, statistically representative database of Canadian individuals in their family context, with enough information on each individual to compute taxes paid to and cash transfers received from government. The SPSM is a static accounting model which processes each individual and family on the SPSD/M, calculates Canadian federal and provincial taxes and transfers using legislated or proposed programs and algorithms, and reports on the results. It gives the user a high degree of control over the inputs and outputs to the model and can allow the user to modify existing tax/transfer programs or test proposals for entirely new programs. The model can be run using a visual interface and it comes with full documentation.&lt;/p&gt; &lt;p&gt;Caution: This tool is specifically designed for analyzing the tax and transfer policies in Canada and cannot be used to analyze policies for other countries. &lt;/p&gt;
description: Social Policy Simulation Database/Model
description: Notes: While no one record on the database contains information for the same individual from the four bases, the database has been constructed in such a way as to provide a micro-statistically representative sample of Canadians.


<b>An error was identified in SPSD/M versions 30.1 to 30.3. Please see Solution_Dec2025.zip.</b>

<b>Please also see "SPSDM Issue Report Documentation.pdf" for a compilation of various issues with SPSD/M versions. Some issues affect multiple versions; some versions have multiple issues. Please read through the document carefully to identify each issue that affects the version you are using.</b>
DOI: 10.15468/dl.2zvkt3
title: Occurrence Download

description: A dataset containing 5084 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Centaurea pseudophrygia, Centaurea phrygia, Centaurea phrygia, Centaurea phrygia, Centaurea phrygia, Centaurea phrygia)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 5084 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012680-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18436172
title: IODP Expedition 403 Section-half images

description: Digital section images were taken of the flat face of split cores on the Section Half Imaging Logger (SHIL) using a linescan camera at a resolution of 20 lines/mm (50 micron pixels). Cores were imaged as soon as possible after splitting to minimize color changes that occur through oxidation and drying. The SHIL produces TIF files as well as reduced-size JPG files. The TIF files are not kept online but users may request them from the IODP-JRSO Data Librarian.
DOI: 10.5281/zenodo.18436173
title: IODP Expedition 403 Section-half images

description: Digital section images were taken of the flat face of split cores on the Section Half Imaging Logger (SHIL) using a linescan camera at a resolution of 20 lines/mm (50 micron pixels). Cores were imaged as soon as possible after splitting to minimize color changes that occur through oxidation and drying. The SHIL produces TIF files as well as reduced-size JPG files. The TIF files are not kept online but users may request them from the IODP-JRSO Data Librarian.
DOI: 10.15468/dl.2n96wv
title: Occurrence Download

description: A dataset containing 77198192 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Month is one of (May, April, March, February, January, June)",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 2023-2023"
 ]
}

 The dataset includes 77198192 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012670-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18489012
title: IODP Expedition 390 Rig instrumentation

description: Operational rig information data were measured using a variety of sensors and compiled using the RigWatch software package. Approximately 50 channels of drilling/coring data are captured in real time during the expedition. Data are presented as ASCII files extracted from the proprietary RigWatch data files and are presented by expedition. RigWatch data in time or depth domain can be imported into graphics and analysis programs to be merged and correlated with core physical properties data to enhance assessment of poor core recovery intervals.
DOI: 10.5281/zenodo.18489013
title: IODP Expedition 390 Rig instrumentation

description: Operational rig information data were measured using a variety of sensors and compiled using the RigWatch software package. Approximately 50 channels of drilling/coring data are captured in real time during the expedition. Data are presented as ASCII files extracted from the proprietary RigWatch data files and are presented by expedition. RigWatch data in time or depth domain can be imported into graphics and analysis programs to be merged and correlated with core physical properties data to enhance assessment of poor core recovery intervals.
DOI: 10.5281/zenodo.17339254
title: Spectral Signatures Dataset of Loureiro Grapevine Leaves Affected by Downy Mildew

description: The present dataset provides a set of spectral reflectance measurements of grapevine leaves (Vitis vinifera L. cv. Loureiro) collected in an experimental vineyard located in Ponte de Lima, within the Vinhos Verdes sub-region (northwestern Portugal), during the 2023 and 2024 growing seasons. The measurements were conducted in situ on grapevine leaves using a portable ASD FieldSpec® 4 spectroradiometer (Analytical Spectral Devices, Boulder, USA). This instrument covers the 400–2500 nm spectral range with a 1 nm spectral resolution. The instrument was operated with a contact probe equipped with an internal halogen light source, ensuring constant illumination and minimising interference from ambient light.

The experimental design was implemented in a vineyard plot for the collection of data from leaves with downy mildew symptoms as well as leaves with no visual symptoms. The measurements were performed at multiple phenological stages across the two growing seasons. The spectral signature of each leaf were measured on three consecutive occasions, and the recorded value corresponds to the mean of the three reflectance readings for each wavelength. The data have been organised by year, sampling date, and experimental condition, in Excel (.xlsx) format. This dataset is representative of raw leaf reflectance data, devoid of any additional analytical processing, and can be used in studies addressing the use of spectroscopy for plant physiology, spectral response to biotic stress.
DOI: 10.5281/zenodo.17339255
title: Spectral Signatures Dataset of Loureiro Grapevine Leaves Affected by Downy Mildew

description: The present dataset provides a set of spectral reflectance measurements of grapevine leaves (Vitis vinifera L. cv. Loureiro) collected in an experimental vineyard located in Ponte de Lima, within the Vinhos Verdes sub-region (northwestern Portugal), during the 2023 and 2024 growing seasons. The measurements were conducted in situ on grapevine leaves using a portable ASD FieldSpec® 4 spectroradiometer (Analytical Spectral Devices, Boulder, USA). This instrument covers the 400–2500 nm spectral range with a 1 nm spectral resolution. The instrument was operated with a contact probe equipped with an internal halogen light source, ensuring constant illumination and minimising interference from ambient light.

The experimental design was implemented in a vineyard plot for the collection of data from leaves with downy mildew symptoms as well as leaves with no visual symptoms. The measurements were performed at multiple phenological stages across the two growing seasons. The spectral signature of each leaf were measured on three consecutive occasions, and the recorded value corresponds to the mean of the three reflectance readings for each wavelength. The data have been organised by year, sampling date, and experimental condition, in Excel (.xlsx) format. This dataset is representative of raw leaf reflectance data, devoid of any additional analytical processing, and can be used in studies addressing the use of spectroscopy for plant physiology, spectral response to biotic stress.
DOI: 10.15468/dl.9n5zgu
title: Occurrence Download

description: A dataset containing 177197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Synallaxis brachyura, Conirostrum speciosum, Ixothraupis guttata)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Observation, Specimen)"
 ]
}

 The dataset includes 177197 records from 188 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012669-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m9nebw
title: Occurrence Download

description: A dataset containing 36851 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Centaurea scabiosa, Centaurea scabiosa, Centaurea scabiosa)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 36851 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012682-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18488985
title: Decision-Making and Digital Systems 2026 (Dataset, n = 358)

description: This dataset is part of the Human Clarity Institute’s Human–AI Experience 2026 data series. It examines how people experience decision-making, autonomy, confidence, and reliance when interacting with digital and AI-enabled systems in everyday life, including perceived clarity, cognitive effort, and shifts in personal capability.

The dataset includes:• validated 1–7 Likert-scale items• measures of decision-making clarity, confidence, and overwhelm• indicators of reliance on digital and automated systems for thinking and decision support• measures of perceived autonomy, independence, and epistemic confidence• self-reported change over the past year in focus, control, and wellbeing• demographic variables across six English-speaking countries

Data were collected on 4 February 2026 via Prolific from adults in Australia, the United States, the United Kingdom, Ireland, Canada, and New Zealand.

All data were cleaned, anonymised, and processed under the Human Clarity Institute’s machine-readable dataset protocol, which includes:

• canonical snake_case variable naming• validated numeric ranges and response scales• standardised demographic and categorical encodings• full alignment with the accompanying data dictionary• removal of participant identifiers and timestamps• SHA-256 checksums for all files

This dataset contributes to understanding how decision-making processes are shaped in digitally mediated environments, supporting longitudinal tracking of autonomy, cognitive reliance, and human agency as AI systems become increasingly embedded in everyday life.