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

description: A dataset containing 346 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Basilichthys microlepidotus (Jenyns, 1841)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 346 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001968-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7xfx8b
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Begonia dregei Otto & A.Dietr.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 46 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001974-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8zrq3s
title: Occurrence Download

description: A dataset containing 4490 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Betula ermanii Cham.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4490 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001982-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8vnu44
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Begonia homonyma Steud.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 20 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001975-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d9qay6
title: Occurrence Download

description: A dataset containing 708 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bertholletia excelsa Bonpl.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 708 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001977-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxpkq8
title: Occurrence Download

description: A dataset containing 1122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Betula maximowicziana Regel",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1122 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001984-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qvawby
title: Occurrence Download

description: A dataset containing 861 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Beta macrocarpa Guss.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 861 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001978-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dxyaat
title: Occurrence Download

description: A dataset containing 792742 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Betula pendula Roth",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 792742 records from 2771 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001985-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11611417
title: STAS Test datasets
DOI: 10.5281/zenodo.11611418
title: STAS Test datasets
DOI: 10.15468/dl.gu22ao
title: Occurrence Download

description: A dataset listing the 3274849 species recorded in GBIF matching the query:
{ }

 The dataset's 3274849 records were derived from 28755 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001334-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15261651
title: Data for "Unexpected pathway in organic semiconductor nanoparticle formation"

description: Raw data used to prepare Figures 2,3,S3,S10-S14, S17,S18,S22 and the AQY. The full article can be found at https://doi.org/10.1021/acsnano.5c07335
DOI: 10.5281/zenodo.15261652
title: Data for "Unexpected pathway in organic semiconductor nanoparticle formation"

description: Raw data used to prepare Figures 2,3,S3,S10-S14, S17,S18,S22 and the AQY. The full article can be found at https://doi.org/10.1021/acsnano.5c07335
DOI: 10.5281/zenodo.15965732
title: High-Resolution Global land surface Albedo Component Datasets (HR-GACD) for Bare Soil, Non-photosynthetic Vegetation, and Photosynthetic Vegetation

description: Land surface albedo (LSA) plays a fundamental role in the terrestrial energy-water-carbon nexus, with its variability primarily driven by contributions from bare soil (SL), non-photosynthetic vegetation (NPV), and photosynthetic vegetation (PV). However, current global land surface models (LSMs) primarily rely on temporally static maps or simplified look-up tables for albedo components, which inadequately capture their spatiotemporal dynamics. While satellite-derived LSA products provide dynamic LSA observation information, they do not explicitly separate individual surface albedo components, and existing unmixing models struggle to isolate NPV impacts from bare soil backgrounds.

To bridge these gaps, this study develops a generalized parameterization scheme and global albedo component datasets across three broadbands (visible, near infrared, and shortwave) and seven MODIS spectral bands. Following the mathematical form of the Ross-Thick Li-Sparse (RTLS) model, we explicitly parameterize the surface albedo components using cubic and exponential polynomial equations, incorporating the effects of soil/vegetation types, soil moisture, terrain roughness, and solar zenith angle (SZA). Furthermore, a pixel-wise optimization model refines the parameterization, enabling the generation of global gap-free albedo component maps at 500 m and 0.05° resolutions.

Global site validation yields RMSEs of 0.043 for SL albedo, 0.051 for NPV albedo, and 0.029 for PV albedo, outperforming existing methods. Cross-validation indicates that the albedo components are consistent with the reference product, while preserving high spatial resolution and accounting for illumination geometry effects. Additionally, the derived maps exhibit reasonable spatiotemporal variability at both regional and global scales. Excluding the impact of NPV increases the SL albedo magnitude, thereby introducing decreases in soil net radiation by 7.80 W m⁻² (11%) over semi-arid regions. Evapotranspiration partitioning suggests that the SL albedo update helps mitigate the common overestimation of soil evaporation in drylands by improving surface energy representation. 

Vegetation albedo analysis underscores the critical role of illumination geometry in modeling circadian rhythms across diverse ecosystems. The open-source albedo component parameterization framework and maps will facilitate research on diurnal albedo asymmetry, water and carbon fluxes, and biophysical effects of vegetation components, with broad implications for high-resolution climate and ecohydrological modeling.

The "Download all" button may not work properly due to the large data volume. The corresponding paper has been published in Remote Sensing of Environment. Codes for calculating MODIS LSA from BRDF parameters are included, along with the corresponding gridding code for converting MODIS sinusoidal projection to latitude/longitude. For additional details, please contact Dr. Aolin Jia at aolin@terpmail.umd.edu.
DOI: 10.5281/zenodo.14861561
title: High-Resolution Global land surface Albedo Component Datasets (HR-GACD) for Bare Soil, Non-photosynthetic Vegetation, and Photosynthetic Vegetation

description: Land surface albedo (LSA) plays a fundamental role in the terrestrial energy-water-carbon nexus, with its variability primarily driven by contributions from bare soil (SL), non-photosynthetic vegetation (NPV), and photosynthetic vegetation (PV). However, current global land surface models (LSMs) primarily rely on temporally static maps or simplified look-up tables for albedo components, which inadequately capture their spatiotemporal dynamics. While satellite-derived LSA products provide dynamic LSA observation information, they do not explicitly separate individual surface albedo components, and existing unmixing models struggle to isolate NPV impacts from bare soil backgrounds.

To bridge these gaps, this study develops a generalized parameterization scheme and global albedo component datasets across three broadbands (visible, near infrared, and shortwave) and seven MODIS spectral bands. Following the mathematical form of the Ross-Thick Li-Sparse (RTLS) model, we explicitly parameterize the surface albedo components using cubic and exponential polynomial equations, incorporating the effects of soil/vegetation types, soil moisture, terrain roughness, and solar zenith angle (SZA). Furthermore, a pixel-wise optimization model refines the parameterization, enabling the generation of global gap-free albedo component maps at 500 m and 0.05° resolutions.

Global site validation yields RMSEs of 0.043 for SL albedo, 0.051 for NPV albedo, and 0.029 for PV albedo, outperforming existing methods. Cross-validation indicates that the albedo components are consistent with the reference product, while preserving high spatial resolution and accounting for illumination geometry effects. Additionally, the derived maps exhibit reasonable spatiotemporal variability at both regional and global scales. Excluding the impact of NPV increases the SL albedo magnitude, thereby introducing decreases in soil net radiation by 7.80 W m⁻² (11%) over semi-arid regions. Evapotranspiration partitioning suggests that the SL albedo update helps mitigate the common overestimation of soil evaporation in drylands by improving surface energy representation. 

Vegetation albedo analysis underscores the critical role of illumination geometry in modeling circadian rhythms across diverse ecosystems. The open-source albedo component parameterization framework and maps will facilitate research on diurnal albedo asymmetry, water and carbon fluxes, and biophysical effects of vegetation components, with broad implications for high-resolution climate and ecohydrological modeling.

The "Download all" button may not work properly due to the large data volume. The corresponding paper has been published in Remote Sensing of Environment. Codes for calculating MODIS LSA from BRDF parameters are included, along with the corresponding gridding code for converting MODIS sinusoidal projection to latitude/longitude. For additional details, please contact Dr. Aolin Jia at aolin@terpmail.umd.edu.
DOI: 10.15468/dl.dgg4zc
title: Occurrence Download

description: A dataset containing 9216 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "GbifRegion is Oceania",
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "TaxonKey is Asphodelaceae"
 ]
}

 The dataset includes 9216 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080234-250717081556266/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/11827679
title: Balochi Language to English Translation Dataset
DOI: 10.15468/dl.ybheew
title: Occurrence Download

description: A dataset containing 161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lupinus oreganus A.Heller, Macaria colata (Grote, 1881), Macaria granitata Guenée, 1857, Masonhalea inermis (Nyl.) Lumbsch, Nelsen & A.Thell, Massalongia microphylliza (Nyl.) Henssen, Megaphorus willistoni (Cole, 1964), Melanelia culbersonii (Hale) A.Thell)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "Country is Canada",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 32000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 161 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000583-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3t5fjn
title: Occurrence Download

description: A dataset containing 169778 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((116.88818 31.50503,122.15091 31.50503,122.15091 34.70334,116.88818 34.70334,116.88818 31.50503))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "Year 2000-2023"
 ]
}

 The dataset includes 169778 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000549-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15426560
title: Supplementary data for paper: Salmonella enterica diversity in Oregon's state-licensed broiler production systems and their relationship to strains circulating nationally
title: Supplementary Data, Porter Thesis Chapter 3

description: Supplementary data files associated with the paper Salmonella enterica diversity in Oregon’s state-licensed broiler production systems and their relationship to strains circulating nationally
DOI: 10.5281/zenodo.15426561
title: Supplementary data for paper: Salmonella enterica diversity in Oregon's state-licensed broiler production systems and their relationship to strains circulating nationally
title: Supplementary Data, Porter Thesis Chapter 3

description: Supplementary data files associated with the paper Salmonella enterica diversity in Oregon’s state-licensed broiler production systems and their relationship to strains circulating nationally
DOI: 10.5281/zenodo.15427525
title: ЭФФЕКТИВНОСТЬ ИСПОЛЬЗОВАНИЯ ИННОВАЦИОННЫХ ТЕХНОЛОГИЙ В МЕДИЦИНЕ
DOI: 10.5281/zenodo.15427526
title: ЭФФЕКТИВНОСТЬ ИСПОЛЬЗОВАНИЯ ИННОВАЦИОННЫХ ТЕХНОЛОГИЙ В МЕДИЦИНЕ
DOI: 10.3886/e226823v1
title: U.S. Trade in Goods and Services, 1960-present

description: DataRescue<br><br>U.S. Trade in Goods and Services, 1960-present<br>Various files from:<br>https://www.bea.gov/data/intl-trade-investment/international-trade-goods-and-services<br>https://www.bea.gov/news/2025/us-international-trade-goods-and-services-february-2025<br>https://www.bea.gov/sites/default/files/2025-04/trad0225.pdf<br>https://www.bea.gov/sites/default/files/2025-04/trad0225-hist.pdf<br>https://www.bea.gov/sites/default/files/2025-04/trad-time-series-0225.xlsx<br>https://www.bea.gov/sites/default/files/2025-03/trad-geo-time-series-0125.xlsx<br>https://apps.bea.gov/international/bp_web/tb_download_type_modern.cfm?list=1&RowID=0<br>https://apps.bea.gov/international/factsheet/?_gl=1*brw6er*_ga*MjgwMDA3MDE0LjE3NDQ3MjkyODA.*_ga_J469....<br>https://www.bea.gov/international/detailed-trade-data<br><br><br><br><br><br><br><br>
DOI: 10.6084/m9.figshare.28640626
title: Thinking Creatively About the Data Skills Gap: How Online Training Events Are Supporting SHAPE Higher Education Students

description: There is international demand for data skills in the workplace and evidence that SHAPE (Social Science, Humanities and the Arts for People and the Economy) students can help to fill this gap. This research explores which data skills higher education SHAPE students develop through attendance at UK Data Service online training events. Semi-structured qualitative individual interviews were conducted with 10 SHAPE students who attended UK Data Service online training events; data were analyzed in NVIVO 12 Plus, using reflexive thematic analysis. The results show that, for the SHAPE students who took part in the study, the UK Data Service online data skills training events supported the development of their data skills. The events provided the students with practical applied data skills and skills around planning/designing research and assessing data sources. The events also provided the students with softer skills such as gaining confidence to get started with data, further learning opportunities and access to research communities. The participating students lacked clarity in terms of the skills that they needed to use data and, therefore, a data skills framework to be inclusive of SHAPE students is required to add to the supply of data skills from STEM backgrounds.
DOI: 10.5281/zenodo.15427552
title: SHAXSGA YO'NALTIRILGAN TA'LIM TEXNOLOGIYASINING SAMARADORLIGI
DOI: 10.5281/zenodo.15427553
title: SHAXSGA YO'NALTIRILGAN TA'LIM TEXNOLOGIYASINING SAMARADORLIGI
DOI: 10.5281/zenodo.15427538
title: ЛЕЧЕНИЕ ГНОЙНЫХ ЗАБОЛЕВАНИЙ КИСТИ
DOI: 10.5281/zenodo.15427539
title: ЛЕЧЕНИЕ ГНОЙНЫХ ЗАБОЛЕВАНИЙ КИСТИ
DOI: 10.5281/zenodo.15425488
title: Supplementary data and code for "Modelling Stellar Irradiances II: Correlations of solar irradiances with proxies of activity along a cycle"

description: This repository contains the ASCII data files and IDL routines used as supplementary material for the paper "Modelling Stellar Irradiances II: Correlations of solar irradiances with proxies of activity along a cycle", accepted for publication in the Monthly Notices of the Royal Astronomical Society (MNRAS). 

The routines are provided to facilitate the reproduction of results presented in the paper. Detailed descriptions of the contents of each routine, along with instructions for how to run them, are included in the header comments.
DOI: 10.5281/zenodo.15425489
title: Supplementary data and code for "Modelling Stellar Irradiances II: Correlations of solar irradiances with proxies of activity along a cycle"

description: This repository contains the ASCII data files and IDL routines used as supplementary material for the paper "Modelling Stellar Irradiances II: Correlations of solar irradiances with proxies of activity along a cycle", accepted for publication in the Monthly Notices of the Royal Astronomical Society (MNRAS). 

The routines are provided to facilitate the reproduction of results presented in the paper. Detailed descriptions of the contents of each routine, along with instructions for how to run them, are included in the header comments.
DOI: 10.3886/e226823v2
title: U.S. Trade in Goods and Services, 1960-present

description: DataRescue<br><br>U.S. Trade in Goods and Services, 1960-present<br>Various files from:<br>https://www.bea.gov/data/intl-trade-investment/international-trade-goods-and-services<br>https://www.bea.gov/news/2025/us-international-trade-goods-and-services-february-2025<br>https://www.bea.gov/sites/default/files/2025-04/trad0225.pdf<br>https://www.bea.gov/sites/default/files/2025-04/trad0225-hist.pdf<br>https://www.bea.gov/sites/default/files/2025-04/trad-time-series-0225.xlsx<br>https://www.bea.gov/sites/default/files/2025-03/trad-geo-time-series-0125.xlsx<br>https://apps.bea.gov/international/bp_web/tb_download_type_modern.cfm?list=1&RowID=0<br>https://apps.bea.gov/international/factsheet/?_gl=1*brw6er*_ga*MjgwMDA3MDE0LjE3NDQ3MjkyODA.*_ga_J469....<br>https://www.bea.gov/international/detailed-trade-data<br><br><br><br><br><br><br><br>
DOI: 10.5281/zenodo.15427575
title: TEACHING THE CONCEPT OF SUBLIMATION IN PHYSICS LESSONS AT GENERAL SECONDARY SCHOOLS USING THE "MENTAL MAP" METHOD
DOI: 10.5281/zenodo.15427576
title: TEACHING THE CONCEPT OF SUBLIMATION IN PHYSICS LESSONS AT GENERAL SECONDARY SCHOOLS USING THE "MENTAL MAP" METHOD
DOI: 10.6084/m9.figshare.28640626.v1
title: Thinking Creatively About the Data Skills Gap: How Online Training Events are Supporting SHAPE Higher Education Students

description: There is international demand for data skills in the workplace and evidence that SHAPE (Social Science, Humanities and the Arts for People and the Economy) students can help to fill this gap. This research explores which data skills higher education SHAPE students develop through attendance at UK Data Service online training events. Semi-structured qualitative individual interviews were conducted with 10 SHAPE students who attended UK Data Service online training events; data were analysed in NVIVO 12 Plus, using reflexive thematic analysis. The results show that, for the SHAPE students who took part in the study, the UK Data Service online data skills training events supported the development of their data skills. The events provided the students with practical applied data skills and skills around planning/designing research and assessing data sources. The events also provided the students with softer skills such as gaining confidence to get started with data, further learning opportunities and access to research communities. The participating students lacked clarity in terms of the skills that they needed to use data and, therefore, a data skills framework to be inclusive of SHAPE students is required to add to the supply of data skills from STEM backgrounds.
DOI: 10.3886/e226823
title: U.S. Trade in Goods and Services, 1960-present

description: DataRescue<br><br>U.S. Trade in Goods and Services, 1960-present<br>Various files from:<br>https://www.bea.gov/data/intl-trade-investment/international-trade-goods-and-services<br>https://www.bea.gov/news/2025/us-international-trade-goods-and-services-february-2025<br>https://www.bea.gov/sites/default/files/2025-04/trad0225.pdf<br>https://www.bea.gov/sites/default/files/2025-04/trad0225-hist.pdf<br>https://www.bea.gov/sites/default/files/2025-04/trad-time-series-0225.xlsx<br>https://www.bea.gov/sites/default/files/2025-03/trad-geo-time-series-0125.xlsx<br>https://apps.bea.gov/international/bp_web/tb_download_type_modern.cfm?list=1&RowID=0<br>https://apps.bea.gov/international/factsheet/?_gl=1*brw6er*_ga*MjgwMDA3MDE0LjE3NDQ3MjkyODA.*_ga_J469....<br>https://www.bea.gov/international/detailed-trade-data<br><br><br><br><br><br><br><br>
DOI: 10.3886/e226823v3
title: U.S. Trade in Goods and Services, 1960-present

description: DataRescue<br><br>U.S. Trade in Goods and Services, 1960-present<br>Various files from:<br>https://www.bea.gov/data/intl-trade-investment/international-trade-goods-and-services<br>https://www.bea.gov/news/2025/us-international-trade-goods-and-services-february-2025<br>https://www.bea.gov/sites/default/files/2025-04/trad0225.pdf<br>https://www.bea.gov/sites/default/files/2025-04/trad0225-hist.pdf<br>https://www.bea.gov/sites/default/files/2025-04/trad-time-series-0225.xlsx<br>https://www.bea.gov/sites/default/files/2025-03/trad-geo-time-series-0125.xlsx<br>https://apps.bea.gov/international/bp_web/tb_download_type_modern.cfm?list=1&RowID=0<br>https://apps.bea.gov/international/factsheet/?_gl=1*brw6er*_ga*MjgwMDA3MDE0LjE3NDQ3MjkyODA.*_ga_J469....<br>https://www.bea.gov/international/detailed-trade-data<br><br><br><br><br><br><br><br>
DOI: 10.7910/dvn/om3xlm
title: JEB dataset

description: JEB dataset
DOI: 10.25574/00316
title: Chandra X-ray Observatory ObsId 00316

description: NGC5128: BINARY SOURCES IN THE NEAREST ELLIPTICAL GALAXY