cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15086804
title: Development and Applications of an Unplugged Robotic Actuator Based on 4D Printed Hydrogel

description: The dataset includes:

(1) basic design of unplugged actuator (CAD files)

(2) modified design of unplugged actuator for seed sowing (CAD files)

(3) video of origami-based umbrella actuation experiment using the unplugged actuator

(4) video of seed sowing experiment using the unplugged actuator
DOI: 10.15468/dl.f6krxy
title: Occurrence Download

description: A dataset containing 264133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ulex europaeus L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 264133 records from 1627 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013650-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ta7ck
title: Occurrence Download

description: A dataset listing the 88 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((2.16212 42.30418,2.16654 42.30418,2.16654 42.31068,2.16212 42.31068,2.16212 42.30418))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 88 records were derived from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007234-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/31280
title: Chandra X-ray Observatory ObsId 31280

description: X-ray properties of rapidly growing IMBHs from e-Rosita and high-resolution imaging of their host galaxies
DOI: 10.5287/ora-wxyz9np7d
title: Supplementary material for: Thomas, R. W., and Wood, B. J. (2026). “Sulfur speciation in silicate melts at high pressure.” Geochimica et Cosmochimica Acta

description: Contains all supplementary materials associated with the above publication, including data, calculations, and tools required to reproduce the analyses presented in the paper. <br><br><strong>Contents:</strong> <br><strong>1. </strong>Supplementary data and figures, including: <br>i) Fully editable tables corresponding to those presented in the manuscript <br>ii) Electron microprobe (EMPA) analytical data <br>iii) Additional melt compositions used in thermodynamic and kinetic models <br>iv) Detailed methodology for calculation of log CS<sup>6+</sup><br>v) Complete datasets (including literature data) used in fitting equations <br>vi) Supplementary figures <br>vii) An example sulfur diffusion profile <br>viii) Equation fitting for log <em>f</em>(O<sub>2</sub>) relative to the CCO buffer<br><br><strong>2. </strong>Excel calculator (“SulfAll_v1”), which enables users to perform all sulfur speciation, diffusion, and redox calculations described in the paper.
DOI: 10.5281/zenodo.18459660
title: CURRENT STATE OF REGIONAL ECONOMIC DEVELOPMENT OF THE REPUBLIC OF KARAKALPAKSTAN AND WAYS TO ACCELERATE IT

description: This article provides a comprehensive analysis of the current state of regional economic development of the Republic of Karakalpakstan, structural changes in its sectoral composition, and the efficiency of using regional economic potential. In the course of the research, statistical and comparative analysis methods were applied to study the indicators of industrial production, agriculture, and investment activity. The main factors constraining regional economic development were identified, and scientific and practical recommendations aimed at accelerating sustainable regional growth were proposed.
DOI: 10.5281/zenodo.18459661
title: CURRENT STATE OF REGIONAL ECONOMIC DEVELOPMENT OF THE REPUBLIC OF KARAKALPAKSTAN AND WAYS TO ACCELERATE IT

description: This article provides a comprehensive analysis of the current state of regional economic development of the Republic of Karakalpakstan, structural changes in its sectoral composition, and the efficiency of using regional economic potential. In the course of the research, statistical and comparative analysis methods were applied to study the indicators of industrial production, agriculture, and investment activity. The main factors constraining regional economic development were identified, and scientific and practical recommendations aimed at accelerating sustainable regional growth were proposed.
DOI: 10.3886/e244863
title: Local School Characteristics by Race in the Segregated South: 1940-1960

description: This dataset includes characteristics of racially segregated public schools at the local level between the 1940-41 and 1959-60 school years for nine southern states: Alabama, Florida, Georgia, Louisiana, Mississippi, North Carolina, South Carolina, Tennessee, and Virginia. Public school characteristics include enrollment (total and by grade, where available), average daily attendance, number of teachers, average teacher salary and/or aggregate teacher salary expenditures, and term length, all reported separately by race. The cross-sectional unit of analysis is the school district (if available, with county identifiers provided) or county (if school district is not available). With few exceptions, panel data are annual, span the full period, and mirror table entries in primary sources. Data are distributed both in Stata format and as comma-separated text.
description: All public school districts (local education agencies) in included states.
DOI: 10.3886/e244863v2
title: Local School Characteristics by Race in the Segregated South: 1940-1960

description: This dataset includes characteristics of racially segregated public schools at the local level between the 1940-41 and 1959-60 school years for nine southern states: Alabama, Florida, Georgia, Louisiana, Mississippi, North Carolina, South Carolina, Tennessee, and Virginia. Public school characteristics include enrollment (total and by grade, where available), average daily attendance, number of teachers, average teacher salary and/or aggregate teacher salary expenditures, and term length, all reported separately by race. The cross-sectional unit of analysis is the school district (if available, with county identifiers provided) or county (if school district is not available). With few exceptions, panel data are annual, span the full period, and mirror table entries in primary sources. Data are distributed both in Stata format and as comma-separated text.
description: All public school districts (local education agencies) in included states.
DOI: 10.15468/dl.6xzc64
title: Occurrence Download

description: A dataset containing 24958 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "OccurrenceStatus is Present",
 "TaxonKey is Apis",
 "Year 2016-2026"
 ]
}

 The dataset includes 24958 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007262-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14230628
title: UNEP GEMS/Water Global Freshwater Quality Archive

description: Large-sample datasets are essential in hydrological science to support modelling studies and global assessments. The present dataset compiles all freshwater quality data that is available under open data policy (CC BY 4.0 or equivalent) in the GEMStat database for global water quality (www.gemstat.org). 

Additional data under Creative Commons license CC BY-NC 4.0 (or eqivalent) is available for non-commercial use via the GEMStat portal or request to gwdc@bafg.de.

GEMStat is operated by the GEMS/Water programme of the United Nations Environment Programme (UNEP) and hosted at the International Centre for Water Resources and Global Change (ICWRGC) and the German Federal Institute of Hydrology (BfG). The data in GEMStat is provided by National Hydrological Services of UN Member States.

The data available here at Zenodo consists of a zip archive with 80 individual csv files for different parameter groups. Three csv files provide metadata information on stations (GEMStat_station_metadata.csv), parameters (GEMStat_parameter_metadata.csv) and analytical methods (GEMStat_method_metadata.csv). A text file (README_output_format.txt) gives information on the different entry classes in the data files.

If you have querries regarding the dataset, please contact the GEMS/Water Data Centre via email to gwdc@bafg.de.

VERSIONS

Version v3

This version includes all data submissions from 2025. It comprises over 50,000,000 measurements on 622 water quality parameters, covering 22,982 stations in 42 countries over the time period from 1906 to 2024.

Version v2

An error was corrected that led to overestimation for all parameters in Version v1.

Version v2 includes all data submissions until November 2024, with over 20,000,000 measurements on 608 water quality parameters, covering 13,660 stations in 37 countries over the time period from 1906 to 2023.

Version v1

To avoid further download of Version v1, access to it has been restricted while Version v2 is publicly available.
DOI: 10.15468/dl.85g43k
title: Occurrence Download

description: A dataset containing 28093 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ukraine",
 "GadmGid is UKR.7_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 28093 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007265-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p1vgatcf
title: Seafloor Elevation and Volume Change along the Upper Florida Keys Reef Tract: 1934 to 2002 and 2002 to 2016

description: The U.S. Geological Survey (USGS) St. Petersburg Coastal and Marine Science Center (SPCMSC) conducted research to quantify bathymetric changes in the Northern Florida Keys from Triumph Reef to Pickles Reef during two time periods, 1934 to 2002 and 2002 to 2016, within a 234.2 square-kilometer area. USGS staff calculated changes in seafloor elevation for both time periods using historical hydrographic surveys (H-sheets) collected by the U.S. Coast and Geodetic Survey (USC&GS) in 1934 and 1935, light detection and ranging (lidar)-derived digital elevation models (DEMs) acquired by the USGS in 2001 and 2002, and lidar-derived DEMs acquired by the National Oceanic and Atmospheric Administration (NOAA) in 2016 and 2017. An elevation change analysis for the two time periods was performed to quantify and map impacts to seafloor elevation for the full study site and 3 sub-regions: Upper, Middle, and Lower. Elevation and volume change statistics were also computed for eleven habitat types found within the study area. For more information about the methods used in this study, refer to Yates and others (2017) and Johnson and others (2026).

Yates, K.K., Zawada, D.G., Smiley, N.A., and Tiling-Range, G., 2017, Divergence of seafloor elevation and sea level rise in coral reef ecosystems, Biogeosciences: vol. 14, no. 6, p. 1739–1772, https://doi.org/10.5194/bg-14-1739-2017.

Johnson, S.A., Zawada, D.G., Yates, K.K., and Jenkins, C.M., 2026, Long- versus short-term changes in seafloor elevation and volume of the Upper Florida Keys reef tract: 1935–2002 and 2002–2016, Remote Sensing: vol. 18, no. 3, https://doi.org/10.3390/rs18030463.
DOI: 10.5285/efcba0f0ba4248c18ff3db743f7d0410
title: ICECAPS-MELT: Manual snow properties from one 1-m snow profile in SW Greenland (August 2024)

description: Snow properties were measured in a 1-m deep snow profile from southwest Greenland (Camp Raven, 66.48 N, 46.30 W, 2331 m asl) during Spring 2024. The snow profile measurements were made adjacent to an autonomous atmospheric and glaciological platform (the SLEIGH) as part of the ICECAPS-MELT (Integrated Characterization of Energy, Clouds, Atmospheric state, and Precipitation - MEasurements along Lagrangian Transects) experiment. The properties measured were snow grain size, snow crystal habit/form, and hand hardness. A layer identification was performed prior to these measurements. This profile was made 2-3 m away from the SLEIGH.

This work was US-led, US-UK collaboration co-funded by the US National Science Foundation and the UK National Environment Research Council.
DOI: 10.5281/zenodo.18459646
title: Morpho-biological traits and lodging resistance indices of 40

description: The evaluation of morpho-biological traits revealed a significant correlation between plant architecture and lodging susceptibility across the 40 genotypes (Table 2). Plant height (PH) showed a wide range, from 73.2 cm to 131.4 cm, with a clear trend: taller genotypes, particularly the Aegilops-derived hybrids (e.g., lines 31-40), exhibited significantly higher lodging percentages (LP 7–9).

Crucially, the Height Adjusted Lodging Index (HALI) and Stem Diameter Adjusted Lodging Index (SD-ALI) provided a more precise understanding of structural stability. Resistant cultivars such as Vexa, Vassa, and Farovon maintained an LP of 1, characterized by negative ALI values (e.g., Vassa SD2ALI = -2.054), indicating that their stem diameters are robust enough to compensate for their height. Conversely, the high positive ALI values in the Ukr-Od hybrid series (reaching 6.310 for SD1ALI) highlight a mechanical imbalance where the stem diameter and internode strength fail to support the overall plant stature, leading to severe lodging.
DOI: 10.5281/zenodo.18459645
title: Morpho-biological traits and lodging resistance indices of 40

description: The evaluation of morpho-biological traits revealed a significant correlation between plant architecture and lodging susceptibility across the 40 genotypes (Table 2). Plant height (PH) showed a wide range, from 73.2 cm to 131.4 cm, with a clear trend: taller genotypes, particularly the Aegilops-derived hybrids (e.g., lines 31-40), exhibited significantly higher lodging percentages (LP 7–9).

Crucially, the Height Adjusted Lodging Index (HALI) and Stem Diameter Adjusted Lodging Index (SD-ALI) provided a more precise understanding of structural stability. Resistant cultivars such as Vexa, Vassa, and Farovon maintained an LP of 1, characterized by negative ALI values (e.g., Vassa SD2ALI = -2.054), indicating that their stem diameters are robust enough to compensate for their height. Conversely, the high positive ALI values in the Ukr-Od hybrid series (reaching 6.310 for SD1ALI) highlight a mechanical imbalance where the stem diameter and internode strength fail to support the overall plant stature, leading to severe lodging.
DOI: 10.15468/dl.xjdpcs
title: Occurrence Download

description: A dataset containing 4565 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ailanthus altissima",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 4565 records from 343 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007266-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ps772r
title: Occurrence Download

description: A dataset containing 661713 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Pavo cristatus"
 ]
}

 The dataset includes 661713 records from 324 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007212-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5285/5bb0574394fa4e6d9195650d26dfc69a
title: ICECAPS-MELT: Manual snow density from two 1-m snow profiles in southwest Greenland (May 2024)

description: Manual snow density (km m-3) from two 1-m deep snow profile from southwest Greenland (Camp Raven, 66.48 N, 46.30 W, 2331 m asl) during Spring 2024. The snow profile measurements were made adjacent to an autonomous atmospheric and glaciological platform (the SLEIGH) as part of the ICECAPS-MELT (Integrated Characterization of Energy, Clouds, Atmospheric state, and Precipitation - MEasurements along Lagrangian Transects) experiment. Manual snow density was measured using American Avalanche Association classifications and procedures (Snow, Weather, and Avalanche Guidelines, 4th Edition, 2022). Profile 1 was measured on 15 May 2024, 2-3 meters from the eventual SLEIGH installation. Profile 2 was measured on 18 May 2024, 20 m from the eventual SLEIGH installation.

This work was US-led, US-UK collaboration co-funded by the US National Science Foundation and the UK National Environment Research Council.
DOI: 10.60520/ieda/113419
title: New major and trace element analyses of the GPF-1 drilled core from the Beauvoir rare-metal granite, France

description: New major and trace element analyses of the GPF-1 drilled core from the Beauvoir rare-metal granite, France. This dataset is for completing previously published Beauvoir whole-rock analyses to better understand the magmatic differention that occured in the beauvoir granite.
DOI: 10.57745/fnvu90
title: Veille_Sanitaire_Internationale_Plateforme_ESV_Documentation.txt

description: :unav
DOI: 10.57745/3ixrp6
title: Veille_Sanitaire_Internationale_Plateforme_ESV_2024-07-01 00_00_00_to_2024-12-31 00_00_00.tab

description: :unav
DOI: 10.57745/t5ijoh
title: Veille_Sanitaire_Internationale_Plateforme_ESV_2022-07-13 00_00_00_to_2022-12-31 00_00_00.tab

description: :unav
DOI: 10.57745/3dvak0
title: Veille_Sanitaire_Internationale_Plateforme_ESV_2024-01-01 00_00_00_to_2024-06-30 00_00_00.tab

description: :unav
DOI: 10.57745/fw3pqe
title: Veille_Sanitaire_Internationale_Plateforme_ESV_2023-07-01 00_00_00_to_2023-12-31 00_00_00.tab

description: :unav
DOI: 10.57745/nlzdqe
title: Veille_Sanitaire_Internationale_Plateforme_ESV_2025-01-01 00_00_00_to_2025-06-30 00_00_00.tab

description: :unav
DOI: 10.57745/juzw8h
title: Veille_Sanitaire_Internationale_Plateforme_ESV_2023-01-01 00_00_00_to_2023-06-30 00_00_00.tab

description: :unav
DOI: 10.57745/xku7qk
title: Veille_Sanitaire_Internationale_Plateforme_ESV_2023-07-01_to_2023-12-31.tab

description: :unav
DOI: 10.57745/0tfmwe
title: Veille_Sanitaire_Internationale_Plateforme_ESV_2023-01-01_to_2023-06-30.tab

description: :unav
DOI: 10.60520/ieda/114336
title: New major and trace element analyses of the GPF-1 drilled core from the Beauvoir rare-metal granite, France v.2

description: This dataset contains the electron-probe analyses made on the various rock-forming minerals of the Beauvoir rare-metal granite. The second version of this dataset has removed the analyses that were not satisfactory (e.g., error on the standart calibrations and abnormally low/high total oxides).
DOI: 10.57745/rsg1rf
title: Veille_Sanitaire_Internationale_Plateforme_ESV_Documentation.txt

description: :unav
DOI: 10.57745/uknf0r
title: Veille_Sanitaire_Internationale_Plateforme_ESV_2024-01-01_to_2024-06-30.tab

description: :unav
DOI: 10.57745/t4hbtn
title: Veille_Sanitaire_Internationale_Plateforme_ESV_2022-07-13_to_2022-12-31.tab

description: :unav
DOI: 10.57745/zolfvp
title: Veille_Sanitaire_Internationale_Plateforme_ESV_2025-01-01_to_2025-06-30.tab

description: :unav
DOI: 10.57745/gwuhdr
title: Veille_Sanitaire_Internationale_Plateforme_ESV_2024-07-01_to_2024-12-31.tab

description: :unav
DOI: 10.57745/zm4res
title: Veille_Sanitaire_Internationale_Plateforme_ESV_2025-07-01_to_2025-12-31.tab

description: :unav
DOI: 10.57745/f9kg8d
title: VSI-Plateforme ESV

description: La Veille Sanitaire Internationale de la Plateforme ESV collecte avec une pipeline automatisée chaque semaine des données textuelles qui sont enrichies manuellement par les veilleuses et enregistrées dans une base de données. Ces données correspondent à des articles médiatiques ou scientifiques ciblés sur le web par des requêtes de mots clés spécifiques à la veille de la Plateforme ESV. Ce dataset est une extraction de la base de données à partir du 19 juillet 2021 jusqu'au 31 décembre 2025.
DOI: 10.15468/dl.x9c6vt
title: Occurrence Download

description: A dataset containing 4214931 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Passer montanus"
 ]
}

 The dataset includes 4214931 records from 1702 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007210-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16778071
title: An Extended Dataset of Educational Quality Across Countries (1970–2023)

description: This study presents an extended dataset on educational quality covering 101 countries, from 1970 to 2023. While existing international assessments, such as Programme for International Student Assessment (PISA) and Trends in International Mathematics and Science Study (TIMSS) offer valuable snapshots of student performance, their limited coverage across countries and years constrains broader analyses. To address this limitation, we harmonized observed test scores across assessments and imputed missing values using both linear interpolation and machine learning (Least Absolute Shrinkage and Selection Operator (LASSO) regression) The dataset included (i) harmonized test scores for 15-year-olds, (ii) annual educational quality indicators for the 15–19 age group, and (iii) educational quality indexes for the working-age population (15–64). These measures are provided in machine-readable formats and support empirical research on human capital, economic development, and global education inequalities across economies.
DOI: 10.5281/zenodo.16778072
title: An Extended Dataset of Educational Quality Across Countries (1970–2023)

description: This study presents an extended dataset on educational quality covering 101 countries, from 1970 to 2023. While existing international assessments, such as Programme for International Student Assessment (PISA) and Trends in International Mathematics and Science Study (TIMSS) offer valuable snapshots of student performance, their limited coverage across countries and years constrains broader analyses. To address this limitation, we harmonized observed test scores across assessments and imputed missing values using both linear interpolation and machine learning (Least Absolute Shrinkage and Selection Operator (LASSO) regression) The dataset included (i) harmonized test scores for 15-year-olds, (ii) annual educational quality indicators for the 15–19 age group, and (iii) educational quality indexes for the working-age population (15–64). These measures are provided in machine-readable formats and support empirical research on human capital, economic development, and global education inequalities across economies.
DOI: 10.15468/dl.trxu3g
title: Occurrence Download

description: A dataset containing 306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 306 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027280-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k78a5q
title: Occurrence Download

description: A dataset containing 148 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 148 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027279-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.