cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17142419
title: High-Resolution (1 km) Daily Two-Layer Soil Moisture Dataset for the Korean Peninsula (1982-2022)

description: This dataset provides a high-resolution (1 km), daily, two-layer soil moisture (SM) product for the Korean Peninsula, covering the period from 1982 to 2022. It is the primary research output of the following scientific article:

Zhang, X., Liu, X., Zhang, X., et al. (2025). A Fusion Strategy for High-Accuracy Multilayer Soil Moisture Downscaling and Mapping. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 18, 17405-17421. DOI: 10.1109/JSTARS.2025.3576126

Dataset Specifications:

Geographic Coverage: The Korean Peninsula.

Temporal Coverage: January 1, 1982 - December 31, 2022.

Temporal Resolution: Daily.

Spatial Resolution: 1 km.

Data Layers: The dataset includes two layers of soil moisture:

Surface Soil Moisture (SSM): 0-10 cm depth.

Root Zone Soil Moisture (RZSM): 0-100 cm depth.

File Format: GeoTIFF

How to Cite:When using this dataset, please cite both the dataset itself (using the Zenodo-generated DOI) and the original research article referenced above.

This research was supported by the following grants: National Key Research and Development Project of China (Grant Numbers: 2023YFF0807000 and 2025YFE0103300); National Natural Science Foundation of China (Grant Numbers: 42471349 and 42461144214); Natural Science Foundation of Guangdong Province (Grant Number: 2024A1515030078); Basic Research Project of Shenzhen (Grant Number: JCYJ20240813114013017); Natural Science Foundation of Wuhan (Grant Number: 2024040801020279); Guided Project of Hubei Provincial Department of Education (Grant Number: B2023246)
DOI: 10.5281/zenodo.17142420
title: High-Resolution (1 km) Daily Two-Layer Soil Moisture Dataset for the Korean Peninsula (1982-2022)

description: This dataset provides a high-resolution (1 km), daily, two-layer soil moisture (SM) product for the Korean Peninsula, covering the period from 1982 to 2022. It is the primary research output of the following scientific article:

Zhang, X., Liu, X., Zhang, X., et al. (2025). A Fusion Strategy for High-Accuracy Multilayer Soil Moisture Downscaling and Mapping. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 18, 17405-17421. DOI: 10.1109/JSTARS.2025.3576126

Dataset Specifications:

Geographic Coverage: The Korean Peninsula.

Temporal Coverage: January 1, 1982 - December 31, 2022.

Temporal Resolution: Daily.

Spatial Resolution: 1 km.

Data Layers: The dataset includes two layers of soil moisture:

Surface Soil Moisture (SSM): 0-10 cm depth.

Root Zone Soil Moisture (RZSM): 0-100 cm depth.

File Format: GeoTIFF

How to Cite:When using this dataset, please cite both the dataset itself (using the Zenodo-generated DOI) and the original research article referenced above.

This research was supported by the following grants: National Key Research and Development Project of China (Grant Numbers: 2023YFF0807000 and 2025YFE0103300); National Natural Science Foundation of China (Grant Numbers: 42471349 and 42461144214); Natural Science Foundation of Guangdong Province (Grant Number: 2024A1515030078); Basic Research Project of Shenzhen (Grant Number: JCYJ20240813114013017); Natural Science Foundation of Wuhan (Grant Number: 2024040801020279); Guided Project of Hubei Provincial Department of Education (Grant Number: B2023246)
DOI: 10.15468/dl.pf9a35
title: Occurrence Download

description: A dataset containing 167596 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Procyon lotor"
 ]
}

 The dataset includes 167596 records from 504 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042217-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/t0wc-egmb-xp04
title: Volcanic Ash Advisory Center - Darwin Ash Graphic. Version 1.0

description: This dataset contains Darwin, Australia Ash Graphic text products by VAAC during the HIPPO-5 project. The imagery are in GIF format. The imagery cover the time span from 2011-08-14 03:56:00 to 2011-10-08 05:48:00.
DOI: 10.34740/kaggle/dsv/13247105
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.nk6qe5
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Attagenus smirnovi",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 50 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042242-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/fa11-fvdg-480h
title: North Pacific Sig Wx Imagery. Version 1.0

description: This dataset contains North Pacific Sig Wx forecasts by NCEP taken during the HIPPO-5 project. The data is in GIF format. The data covers the time span from 2011-08-03 12:00:00 to 2011-10-08 18:00:00.
DOI: 10.15468/dl.npbykw
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Attagenus smirnovi",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 32 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042243-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z5buae
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Attagenus smirnovi",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 33 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042241-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qumee5
title: Occurrence Download

description: A dataset containing 348 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Castilleja lemmonii",
 "Year 2019-2023"
 ]
}

 The dataset includes 348 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042244-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/e78y-wr7f-cc0k
title: North Pole Sig Wx Imagery. Version 1.0

description: This dataset contains North Pole Sig Wx forecasts by NCEP taken during the HIPPO-5 project. The data is in GIF format. The data covers the time span from 2011-08-03 12:00:00 to 2011-10-08 18:00:00.
DOI: 10.5281/zenodo.17254643
title: The UAH Predictions of the Solar Wind and Magnetic Field at the Parker Solar Probe during Solar Encounter 22 (2024-12-24)

description: 1. Model

The MS-FLUKSS heliospheric MHD model is coupled with the WSA model (Kim et al. 2020), which used ADAPT-GONG input magnetograms, with the PFSS source surface height and the WSA outer boundary at 2.5 and 9 solar radii, respectively. The MHD model propagates the solar wind from 9 solar radii to 236 solar radii (1.1 AU) to fully enclose the PSP trajectory. Hence, field line tracing from PSP to the solar surface is performed through the MHD domain down to 9 solar radii instantaneously at approximately 1 hour cadence, where the origin of the field line on the photosphere is already known in the WSA model. See Badman et al. (2023) for details.

MS-FLUKSS: Multi-Scale Fluid-Kinetic Simulation Suite

MHD: Magnetohydrodynamic

WSA: Wang-Sheeley-Arge

ADAPT: Air Force Data Assimilative Photospheric flux Transport

GONG: Global Oscillation Network Group

PFSS: Potential Field Source Surface

PSP: Parker Solar Probe

 

2. Data

There are two sets of data files as described below:

(A) PSP_AGONG_R000 - PSP_AGONG_R011: MS-FLUKSS simulation results extracted along the PSP trajectory labeled by the input magnetogram (each of the 12 realizations of ADAPT-GONG) for the WSA model. 

Each data file consist of a header and 16 columns of numerical values in the following order:

(1) Time (fractional year)

(2) Heliocentric distance (AU)

(3) MS-FLUKSS longitude (rotated by ~180 degrees from inertial heliographic longitude in degrees)

(4) MS-FLUKSS latitude (same as heliographic latitude in degrees)

(5) Solar wind proton number density (cm^-3)

(6) Solar wind Vr (km/s)

(7) Solar wind Vphi (km/s)

(8) Solar wind Vtheta (km/s)

(9) Thermal pressure of solar wind and interstellar pickup ion mixture (picodyne/cm^2)

(10) Br (microgauss)

(11) Bphi (microgauss)

(12) Btheta (microgauss)

(13) Level set value for tracking the heliospheric current sheet

(14) Level set value for tracking the initial MS-FLUKSS longitude at the inner boundary

(15) Level set value for tracking the initial MS-FLUKSS latitude at the inner boundary

(16) Solar wind temperature.

 

(B) UAH_psp_e22_20241224*_agongWSAmhd.csv: Carrington longitude and latitude of the predicted magnetic footpoint from 2024-12-24 to 2025-01-01.

 

Each data file consists of 4 columns of numeric values in the following order:

(1) Date (YYYY-MM-DD)

(2) Time (hh:mm:ss in UT)

(3) Carrington longitude (degree)

(4) Carrington latitude (degree)

 

Note that the tracking values in the original MHD simulation data files contain an interpolation error across 0 (360) degree longitude, so we manually corrected the error in the footpoint coordinates files.

 

3. Figures

There is one figure showing plots of predicted Br, Vr, density, and temperature at PSP: uah_psp_e22_20241224_agongWSAmhd.pdf.

A plot showing the footpoint prediction results projected onto the solar disk is available at the PSP science gateway, at https://psp-gateway.jhuapl.edu/website/SciencePlanning/MissionEvents/, under “Encounter 22”.
DOI: 10.26023/tv4a-pekc-7f09
title: South Pacific Sig Wx Imagery. Version 1.0

description: This dataset contains South Pacific Sig Wx forecasts by NCEP taken during the HIPPO-5 project. The data is in GIF format. The data covers the time span from 2011-08-03 12:00:00 to 2011-10-08 18:00:00.
DOI: 10.15468/dl.fb3q2v
title: Occurrence Download

description: A dataset containing 218 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Attagenus smirnovi",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 218 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042245-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ywuybx
title: Occurrence Download

description: A dataset containing 393 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Attagenus smirnovi",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 393 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042246-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5519/qd.zo6v22cx
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (33743 records)
DOI: 10.26023/wyr0-06h9-s40j
title: South Pole Sig Wx Imagery. Version 1.0

description: This dataset contains South Pole Sig Wx forecasts by NCEP taken during the HIPPO-5 project. The data is in GIF format. The data covers the time span from 2011-08-03 12:00:00 to 2011-10-08 18:00:00.
DOI: 10.15468/dl.kqstge
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Castilleja lemmonii",
 "Year 1958-1990"
 ]
}

 The dataset includes 84 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042247-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jjwmnc
title: Occurrence Download

description: A dataset containing 5847 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hordeum"
 ]
}

 The dataset includes 5847 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042248-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.brkbzg
title: Occurrence Download

description: A dataset containing 199 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Attagenus woodroffei",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 199 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042250-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/tjcd-0v7z-n207
title: OPC North Pacific Surface Analysis Imagery. Version 1.0

description: This dataset contains North Pacific Surface Analysis imagery by OPC produced during the HIPPO-5 project. The imagery are in GIF format. The imagery cover the time span from 2011-08-03 12:00:00 to 2011-10-08 00:00:00.
DOI: 10.15468/dl.c33pwm
title: Occurrence Download

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

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042249-250920141307145/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.30269401.v2
title: Pre-Hospital Sepsis Training Data (De-Identified)

description: This dataset contains de-identified results from a 2016 study evaluating the impact of pre-hospital sepsis training among emergency medical services (EMS) personnel. It includes participant-level scores from knowledge assessments and case-based scenarios, with consistent anonymous Participant IDs across all sheets. The dataset captures section-specific scores (sepsis knowledge, protocol knowledge, and case-based questions), total scores, and performance differences by training exposure.The data can be used to explore the effectiveness of targeted EMS training on sepsis recognition and management, to reproduce or extend prior analyses, and as an educational resource for designing or evaluating training interventions in emergency care. All identifying information has been removed to protect participant confidentiality.
DOI: 10.6084/m9.figshare.30269401
title: Pre-Hospital Sepsis Training Data (De-Identified)

description: This dataset contains de-identified results from a 2016 study evaluating the impact of pre-hospital sepsis training among emergency medical services (EMS) personnel. It includes participant-level scores from knowledge assessments and case-based scenarios, with consistent anonymous Participant IDs across all sheets. The dataset captures section-specific scores (sepsis knowledge, protocol knowledge, and case-based questions), total scores, and performance differences by training exposure.The data can be used to explore the effectiveness of targeted EMS training on sepsis recognition and management, to reproduce or extend prior analyses, and as an educational resource for designing or evaluating training interventions in emergency care. All identifying information has been removed to protect participant confidentiality.
DOI: 10.6084/m9.figshare.30269401.v1
title: Pre-Hospital Sepsis Training Data (De-Identified)

description: This dataset contains de-identified results from a 2016 study evaluating the impact of pre-hospital sepsis training among emergency medical services (EMS) personnel. It includes participant-level scores from knowledge assessments and case-based scenarios, with consistent anonymous Participant IDs across all sheets. The dataset captures section-specific scores (sepsis knowledge, protocol knowledge, and case-based questions), total scores, and performance differences by training exposure.The data can be used to explore the effectiveness of targeted EMS training on sepsis recognition and management, to reproduce or extend prior analyses, and as an educational resource for designing or evaluating training interventions in emergency care. All identifying information has been removed to protect participant confidentiality.
DOI: 10.26023/5vsm-rm1t-bb0h
title: HNL Pacific Streamline Analysis Imagery. Version 1.0

description: This dataset contains Pacific streamline analysis around Honolulu produced by KVM-70 U.S. Department of Commerce, NOAA/NWS Honolulu, HI during the HIPPO-5 project. The imagery are in GIF format. The imagery cover the time span from 2011-08-03 12:00:00 to 2011-10-08 00:00:00.
DOI: 10.15468/dl.24wybr
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042251-250920141307145/datasets/export for details.
DOI: 10.15468/dl.5pea6p
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dermestes ater",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042252-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/c244-qd8q-8q09
title: POES Antarctic Ch4 Thermal-IR Satellite Imagery. Version 1.0

description: This dataset contains Antarctic CH4 thermal-IR imagery from the POES satellite taken during the HIPPO-5 project. The imagery are in JPG format. The imagery cover the time span from 2011-08-03 12:00:00 to 2011-09-21 12:00:00.
DOI: 10.15468/dl.ye6knz
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dermestes ater",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042253-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17249332
title: From Conifers to Core Eudicots: Phylogeny and Host-Use Evolution in the Brentid Weevil Subfamily Nanophyinae
DOI: 10.5281/zenodo.17249333
title: From Conifers to Core Eudicots: Phylogeny and Host-Use Evolution in the Brentid Weevil Subfamily Nanophyinae
DOI: 10.26023/q4as-5n03-av0f
title: POES Arctic Ch4 Thermal-IR Satellite Imagery. Version 1.0

description: This dataset contains Arctic CH4 thermal-IR imagery from the POES satellite taken during the HIPPO-5 project. The imagery are in JPG format. The imagery cover the time span from 2011-08-03 12:00:00 to 2011-09-21 12:00:00.
DOI: 10.15468/dl.7cn9t7
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dermestes ater",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042256-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xrwxfw
title: Occurrence Download

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

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042255-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/tp1m-ea8c-8f0r
title: NAAPS Forecast Products Imagery. Version 1.0

description: This dataset contains NAAPS forecast imagery taken during the HIPPO-5 project. The data is in GIF format. The data covers the time span from 2011-08-03 12:00:00 to 2011-10-07 12:00:00.
DOI: 10.15468/dl.ksgbt9
title: Occurrence Download

description: A dataset containing 1769 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chamaebatia foliolosa",
 "Year 2019-2023"
 ]
}

 The dataset includes 1769 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042257-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/ks5z-bazh-km04
title: GOES North Pacific Winds IR Satellite Imagery. Version 1.0

description: This dataset contains North Pacific winds IR imagery from the GOES satellite taken during the HIPPO-5 project. The imagery are in GIF format. The imagery cover the time span from 2011-08-03 15:00:00 to 2011-10-08 06:00:00.
DOI: 10.15468/dl.aad9rp
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042259-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.acmgv8
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042260-250920141307145/datasets/export for details.
DOI: 10.15468/dl.6zbwgn
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dermestes frischi",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 27 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042261-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.