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

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Picris rhagadioloides",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043228-250920141307145/datasets/export for details.
DOI: 10.15468/dl.rwqwka
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Picris rhagadioloides",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043229-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4pujk6
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Picris rhagadioloides",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043231-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25921/kw7k-rq67
title: Northeast Pacific Regional Climatology version 2 (NCEI Accession 0303733)

description: The Northeast Pacific (NEP) Regional Climatology (RC) version 2 replaces the previous version of the NEP RC published in 2017. Version 2 based on the recently released World Ocean Database (WOD23), and covers a time period from 1955 to 2022.

The updated high-resolution temperature and salinity climatologies allow researchers to assess decadal ocean climate change more precisely in the critically important NEP region. The updates substantially increase the value of the NEP RC for ocean climate studies and other applications.

The NEP is one of the most productive ecosystems in the World Ocean, home to the California Current System (CCS) and a large coastal upwelling zone along the west coast of North America. The economic and climatic importance of the CCS has prompted intensive observation and research over the decades, yielding rich oceanographic data arrays of the area and its adjacent regions.
DOI: 10.15468/dl.82bfwv
title: Occurrence Download

description: A dataset containing 313 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tulipa saxatilis"
 ]
}

 The dataset includes 313 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043232-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/7xj0-162a-5313
title: START08: National Weather Service (NWS) High Resolution Soundings. Version 1.0

description: This is one of the upper air data sets developed for the Stratosphere-Troposphere Analyses of Regional Transport 2008 (START08). This data set includes a total of 11999 high vertical resolution soundings from the 70 National Weather Service rawinsonde stations in the contiguous United States. This includes 8725 1-second vertical resolution soundings from the 50 stations that utilized the Radiosonde Replacement System (RRS) with GPS windfinding and 3274 6-second vertical resolution soundings from the 20 stations that used the MicroArt sounding system and radiotheolodite windfinding. The data cover the period from 1200 UTC on 1 April 2008 to 30 June 2008. The soundings were typically released twice a day at 0000 and 1200 UTC. Three stations (Albuquerque, NM; Del Rio, TX; Santa Teresa/El Paso, TX) switched from MicroArt to RRS soundings during this time period. The data are in EOL Sounding Composite format (columnar ascii). NOTE: This is a large dataset; please do not order the complete dataset in one order. Limit each order to no more than 30 days.
DOI: 10.15468/dl.3a33d9
title: Occurrence Download

description: A dataset containing 575366 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Fabaceae"
 ]
}

 The dataset includes 575366 records from 385 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043194-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25921/0e2m-2111
title: Fugacity of carbon dioxide (fCO2), temperature, salinity and other variables collected from surface underway observations using shower head equilibrator, carbon dioxide gas detector and other instruments from R/V Thomas G. Thompson cruises in the South Pacific Ocean, Indian Ocean, Southern Ocean in 2024 (NCEI Accession 0304490)

description: This dataset consists of surface underway ocean measurements of fugacity of carbon dioxide (fCO2), salinity, and sea surface temperature collected during R/V Thomas G. Thompson cruises in the South Pacific Ocean, Indian Ocean, Southern Ocean from 2024-01-13 to 2024-04-19. The measurements were collected to evaluate the spatial distribution of air-sea CO2 flux. These measurements were collected with support from NOAA's Global Ocean Monitoring and Observing (GOMO) Program.
DOI: 10.25921/h3nj-xg91
title: Fugacity of carbon dioxide (fCO2), temperature, salinity and other variables collected from surface underway observations during the NOAA Ship Bell M. Shimada cruises on the continental shelf of the US West Coast in 2024 (NCEI Accession 0304492)

description: This dataset contains surface underway measurements of fugacity of carbon dioxide (fCO2), sea surface salinity, sea surface temperature, and other parameters collected during NOAA Ship Bell M. Shimada cruises on the continental shelf of the US West Coast in 2024. This effort was conducted in support of the coastal monitoring and research objectives of the NOAA Ocean Acidification Program (OAP).
DOI: 10.15468/dl.s4kksk
title: Occurrence Download

description: A dataset containing 1929 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Machine Observation",
 "OccurrenceStatus is Present",
 "TaxonKey is Panthera"
 ]
}

 The dataset includes 1929 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043233-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tpyku2
title: Occurrence Download

description: A dataset containing 10610 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chloephaga rubidiceps"
 ]
}

 The dataset includes 10610 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043234-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3jc58u
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pilosella cymosa",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 96 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043236-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/f0gs-401a-dg0g
title: START08: Canadian GTS Sounding Data. Version 1.0

description: This data set contains the mandatory and significant level radiosonde data from 33 Canadian radiosonde stations in the START08 region. These data were grabbed from the NOAA ESRL/GSD Radiosonde data archive for the START08 period (April through June 2008). Each file contains one month of data for all stations. The data are in columnar ASCII. Please see the readme file for more information.
DOI: 10.15468/dl.tbjnqn
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-3.88295 40.90455,-3.88043 40.90455,-3.88043 40.90638,-3.88295 40.90638,-3.88295 40.90455))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 32 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043237-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e224762
title: Data and code for: “Geographic Variation in Mental Health Treatment Utilization: Evidence from Migration”

description: The older population bears a heavy burden of mental illness.
Despite the availability of effective treatments, including services (e.g.,
psychotherapy) and drugs (e.g., antidepressants, antipsychotics), this paper
documents substantial geographic variation in treatment utilization rates among
Medicare enrollees. Exploiting patient migration, I show that 45.8% of service
utilization variation is attributable to place-specific factors, compared to
15.1% for drug utilization. Further analyses suggest the role of provider
accessibility in explaining the different place effects between service and
drug use. Regarding health outcomes, I find that higher treatment utilization
is associated with lower risks of self-harm-related emergency department
visits.
DOI: 10.3886/e224762v1
title: Data and code for: “Geographic Variation in Mental Health Treatment Utilization: Evidence from Migration”

description: The older population bears a heavy burden of mental illness.
Despite the availability of effective treatments, including services (e.g.,
psychotherapy) and drugs (e.g., antidepressants, antipsychotics), this paper
documents substantial geographic variation in treatment utilization rates among
Medicare enrollees. Exploiting patient migration, I show that 45.8% of service
utilization variation is attributable to place-specific factors, compared to
15.1% for drug utilization. Further analyses suggest the role of provider
accessibility in explaining the different place effects between service and
drug use. Regarding health outcomes, I find that higher treatment utilization
is associated with lower risks of self-harm-related emergency department
visits.
DOI: 10.5281/zenodo.17203622
title: EMBRACE Dataset: European Union Democracy Promotion Instruments and Democratic Development in Neighbouring Countries (2000-2023)
DOI: 10.5281/zenodo.17203623
title: EMBRACE Dataset: European Union Democracy Promotion Instruments and Democratic Development in Neighbouring Countries (2000-2023)
DOI: 10.18160/nkfh-2p0z
title: European Obspack compilation of atmospheric nitrous oxide data from ICOS stations for the period 1996-2025; obspack_n2o_466_ICOSFT2025.3_20251003

description: This data package contains high accuracy N2O dry air mole fractions from 28 ICOS European observatories at in total 70 observation levels, collected by the ICOS Atmosphere Thematic Centre (ATC) and provided by the station contributors. The package includes the 2025.3 FastTrack update of the Globalview EU data product and is intended for use in carbon cycle inverse modeling, model evaluation, and satellite validation studies. Please report errors and send comments regarding this product to the ObsPack originators. Please read carefully the ObsPack Fair Use statement and cite appropriately. Please review the release notes for the associated Obspack product at www.esrl.noaa.gov/gmd/ccgg/obspack/release_notes.html. Metadata for this product are available at https://commons.datacite.org/doi.org/10.18160/NKFH-2P0Z. Please visit http://www.gml.noaa.gov/ccgg/obspack/ for more information on Obspack.
DOI: 10.26023/4dt3-661j-070x
title: TCI: USAF C-130 1Hz Flight Level Data. Version 1.0

description: This data set contains the 1 second resolution flight level data from the United States Air Force (USAF) C-130 aircraft flights into the tropical systems of interest to the Tropical Cyclone Intensity (TCI) field project. The storms included are Erika and Joaquin from the 2015 Atlantic region, Marty and Patricia from the 2015 East Pacific region, and Matthew from the 2016 Atlantic region. These data are in a columnar ASCII format and were collected from the National Oceanic and Atmospheric Association (NOAA) Hurricane Research Division (HRD) archives.
DOI: 10.15468/dl.h5dff6
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pilosella flagellaris",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043238-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yjpd2k
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pilosella flagellaris",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 97 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043239-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c3k5jb
title: Occurrence Download

description: A dataset containing 437 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pilosella flagellaris",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 437 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043240-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/m8q1-9t9z-k10e
title: TCI: NOAA G-IV 1Hz Flight Level Data. Version 1.0

description: This data set contains the 1 second resolution flight level data from the National Oceanic and Atmospheric Administration (NOAA) G-IV aircraft flights into the tropical systems of interest to the Tropical Cyclone Intensity (TCI) field project. The storms included are Erika and Joaquin from the 2015 Atlantic region and Matthew from the 2016 Atlantic region. These data are in a columnar ASCII format and were collected from the National Oceanic and Atmpspheric Association (NOAA) Hurricane Research Division (HRD) archives.
DOI: 10.5284/1133040
title: Digital Archive from an Archaeological Evaluation at University of Essex, Colchester, Essex, April 2021

description: This collection comprises reports, images, site records and a vector drawing from an archaeological evaluation at the University of Essex, Wivenhoe Park, Colchester, Essex, CO4 3SQ. The evaluation was undertaken by Colchester Archaeological Trust in April 2021, and uncovered 20 features that were either all post-medieval/modern, undated or natural.
DOI: 10.3886/e210786
title: Code for: Do Tuition Subsidies Raise Political Participation?

description: Civic externalities motivate public education expenditures, but estimates of the civic returns to large-scale education subsidies are scarce. We use 16 million financial aid applications and a regression discontinuity (RD) design to estimate how the United States' largest tuition-free college program impacts political participation. We find that each of the 2.6 million awards increased a student's voter turnout rate by 4 to 12 percentage points in 2020, raising total voter turnout by 1 percentage point and Biden's margin of victory by 0.5 percentage points in the awarding state. We calculate that 1 out of every 66 voters cast a ballot because of the tuition subsidy and find evidence consistent with peer socialization, among other mechanisms. The results are externally validated with another RD design using 2.5 million students local to a notch in the generosity of another financial aid program. Our findings demonstrate that the civic externalities of education spending can be large enough to sway elections.
DOI: 10.3886/e210786v1
title: Code for: Do Tuition Subsidies Raise Political Participation?

description: Civic externalities motivate public education expenditures, but estimates of the civic returns to large-scale education subsidies are scarce. We use 16 million financial aid applications and a regression discontinuity (RD) design to estimate how the United States' largest tuition-free college program impacts political participation. We find that each of the 2.6 million awards increased a student's voter turnout rate by 4 to 12 percentage points in 2020, raising total voter turnout by 1 percentage point and Biden's margin of victory by 0.5 percentage points in the awarding state. We calculate that 1 out of every 66 voters cast a ballot because of the tuition subsidy and find evidence consistent with peer socialization, among other mechanisms. The results are externally validated with another RD design using 2.5 million students local to a notch in the generosity of another financial aid program. Our findings demonstrate that the civic externalities of education spending can be large enough to sway elections.
DOI: 10.6084/m9.figshare.30272773
title: Normative Neurological Health Feature Vectors from SiMLR

description: <pre>Multi-view magnetic resonance imaging (M3RI) offers a unique opportunity to characterize structural and functional aspects of brain health in vivo. Here, we evaluate integrative dimensionality reduction strategies for brain--behavior mapping using the similarity-driven multi-view linear reconstruction (SiMLR) framework. Training was conducted on a large population sample from the UK Biobank (UKB, n = 21,300), with independent evaluation across three complementary cohorts: the Normative Neuroimaging Library (NNL, n = 164), the Alzheimer's Disease Neuroimaging Initiative (ADNI, n = 308), and the Parkinson's Progression Markers Initiative (PPMI, n = 1,070). We compared multiple objective functions within SiMLR to derive joint M3RI embeddings and assessed their utility in participants aged 18--89 across all datasets. The optimal embeddings captured robust, systems-level representations of brain organization that generalized to diverse behavioral and clinical domains. This work represents the first systematic evaluation of a joint multi-modality learning framework using both objective data-driven metrics and heterogeneous behavioral phenotypes across the adult lifespan. The resulting models and resources establish a foundation for sensitive normative mapping of individual differences in brain health, with open-source methods and data available to qualified investigators.<br><br>Feature-level results from this study are available here.<br></pre><br>
DOI: 10.6084/m9.figshare.30272773.v1
title: Normative Neurological Health Feature Vectors from SiMLR

description: <pre>Multi-view magnetic resonance imaging (M3RI) offers a unique opportunity to characterize structural and functional aspects of brain health in vivo. Here, we evaluate integrative dimensionality reduction strategies for brain--behavior mapping using the similarity-driven multi-view linear reconstruction (SiMLR) framework. Training was conducted on a large population sample from the UK Biobank (UKB, n = 21,300), with independent evaluation across three complementary cohorts: the Normative Neuroimaging Library (NNL, n = 164), the Alzheimer's Disease Neuroimaging Initiative (ADNI, n = 308), and the Parkinson's Progression Markers Initiative (PPMI, n = 1,070). We compared multiple objective functions within SiMLR to derive joint M3RI embeddings and assessed their utility in participants aged 18--89 across all datasets. The optimal embeddings captured robust, systems-level representations of brain organization that generalized to diverse behavioral and clinical domains. This work represents the first systematic evaluation of a joint multi-modality learning framework using both objective data-driven metrics and heterogeneous behavioral phenotypes across the adult lifespan. The resulting models and resources establish a foundation for sensitive normative mapping of individual differences in brain health, with open-source methods and data available to qualified investigators.<br><br>Feature-level results from this study are available here.<br></pre><br>
DOI: 10.15468/dl.hz4p8r
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pulicaria arabica",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043242-250920141307145/datasets/export for details.
DOI: 10.15468/dl.cngf35
title: Occurrence Download

description: A dataset containing 224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pulicaria arabica",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 224 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043244-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yvmrpa
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pulicaria arabica",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043243-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/mher-6eyb-9t0v
title: TCI: USAF C-130 SFMR Data. Version 1.0

description: This data set contains the Stepped Frequency Microwave Radiometer (SFMR) data from the United States Air Force (USAF) C-130 aircraft flights into the tropical systems of interest to the Tropical Cyclone Intensity (TCI) field project. The primary parameters included are the surface wind speed and rain rate. The storms included are Erika and Joaquin from the 2015 Atlantic region, Marty and Patricia from the 2015 East Pacific region, and Matthew from the 2016 Atlantic region. These data are in Network Common Data Form (NetCDF) and were collected from the National Oceanic and Atmospheric Association (NOAA) Hurricane Research Division (HRD) archives.
DOI: 10.15468/dl.e2qqej
title: Occurrence Download

description: A dataset containing 45914 records in GBIF matching the query:

SELECT
"year", 
 speciesKey,
 scientificname,
 COUNT(*) AS occ_count
FROM occurrence
WHERE "year" &gt; 1969 AND "year" &lt; 2025
AND hasCoordinate = TRUE
AND hasgeospatialissues = FALSE
AND speciesKey IS NOT NULL
AND countryCode='BW'
AND basisOfRecord != 'FOSSIL_SPECIMEN'
AND taxonrank = 'SPECIES'
GROUP BY
speciesKey,
scientificname, 
"year";


 The dataset's 45914 records were derived from 183 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043230-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.