cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6073/pasta/7a9228945ad4837a24d8782f46f4d924
title: Prospect Hill Hydrological Stations at Harvard Forest since 2005

description: To better understand the critical role of headwater streams and wetlands in our forest ecosystem, long-term measurements were initiated in 2005 on two small watersheds in the Prospect Hill Tract of the Harvard Forest. On Nelson Brook, weirs were installed on outlet streams of an 11-ha spruce-hemlock wetland (watershed area = 44 ha). On Arthur Brook (formerly Bigelow Brook), pipes were installed to measure flow above (watershed = 24 ha) and below (watershed = 65 ha) a 3-ha shrub-dominated beaver swamp. The gaged watersheds, though adjacent and comparable in size, differ significantly in topography, soils, wetlands, stream chemistry, stream biota, land-use history, and forest vegetation, and provide an extraordinary opportunity to study the impacts of these factors on small watershed hydrology and ecology.
 Weekly manual measurements were initiated in April 2005. Continuous automated measurements were initiated at the stream gages in December 2007 and at the wetland gages in October 2008. Data for the current month are available online, updated every 15 minutes, with out-of-range values replaced by NA but values not otherwise checked. Earlier data are checked and archived monthly with missing, questionable, and estimated values flagged, following methods of the LTER ClimbDB project. A log of events affecting station measurements is also posted.
 For current data, please see: https://harvardforest.fas.harvard.edu/met-hydro-stations.
DOI: 10.15468/dl.r6sy4d
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Guamatela tuerckheimii",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 72 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007360-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ymbh3f
title: Occurrence Download

description: A dataset containing 1893942 records in GBIF matching the query:
SELECT kingdom, phylum, class, "order", family, genus, species, taxonRank, scientificName, speciesKey, eventdate, "year", decimalLongitude, decimalLatitude
FROM occurrence
WHERE hasCoordinate = TRUE
 AND decimalLongitude &gt; 14.16751398 AND decimalLongitude &lt; 14.55440852
 AND decimalLatitude &gt; 47.67898893 AND decimalLatitude &lt; 47.85659594
 AND BasisOfRecord = 'HUMAN_OBSERVATION'


 The dataset's 1893942 records were derived from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007345-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18460073
title: THE STRATEGIC ROLE OF THE HEADMASTER IN THE DEVELOPMENT OF SPORTS ACTIVITIES

description: The article examines the strategic role of the school principal in the development of sports activities as an important component of the educational process. The article reveals the managerial, organizational and motivational functions of the head of a general education organization in the formation of an effective school sports system.
DOI: 10.5281/zenodo.18460074
title: THE STRATEGIC ROLE OF THE HEADMASTER IN THE DEVELOPMENT OF SPORTS ACTIVITIES

description: The article examines the strategic role of the school principal in the development of sports activities as an important component of the educational process. The article reveals the managerial, organizational and motivational functions of the head of a general education organization in the formation of an effective school sports system.
DOI: 10.15468/dl.8cm72x
title: Occurrence Download

description: A dataset containing 585 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Allium sphaerocephalon)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 585 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007359-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25318/3810019101-eng
title: Water asset account

description: Available stocks and changes to stocks of freshwater assets. Data for reference year 2021 are aggregated by drainage region and values are reported in millions of cubic metres.
DOI: 10.5281/zenodo.18427032
title: Data from: Kinetic Interplay between Chemical Short-Range Order and Grain Boundaries in NiCoCr Alloys under Irradiation

description: This repository presents atomic structure data generated from displacement cascade simulations across Single Crystal, Sigma 3, and Sigma 5 grain boundary environments, specifically analyzing the effects of Random Solid Solution (RSA) versus Chemical Short-Range Order (CSRO).

The uploaded dump files represent the system state after a minimization calculation was applied to the raw simulation snapshots.This minimization process serves as a critical post-processing step to suppress thermal noise, ensuring precise identification of point defects and structural changes within the cascade region.
DOI: 10.5281/zenodo.18427033
title: Data from: Kinetic Interplay between Chemical Short-Range Order and Grain Boundaries in NiCoCr Alloys under Irradiation

description: This repository presents atomic structure data generated from displacement cascade simulations across Single Crystal, Sigma 3, and Sigma 5 grain boundary environments, specifically analyzing the effects of Random Solid Solution (RSA) versus Chemical Short-Range Order (CSRO).

The uploaded dump files represent the system state after a minimization calculation was applied to the raw simulation snapshots.This minimization process serves as a critical post-processing step to suppress thermal noise, ensuring precise identification of point defects and structural changes within the cascade region.
DOI: 10.7266/qmdv4ky6
title: Supporting Information for: Rapid Characterization of Emerging Per- and Polyfluoroalkyl Substances in Aqueous Film-Forming Foams Using Ion Mobility Spectrometry-Mass Spectrometry
DOI: 10.15468/dl.c85ycm
title: Occurrence Download

description: A dataset containing 333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bondarzewia occidentalis"
 ]
}

 The dataset includes 333 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007361-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e244864
title: Text analysis on a shoestring: Using free tools to examine changes in corporate DEI & ESG verbiage

description: This is the data and code associated with article to be published in Journal of Business and Finance Librarianship in 2026 titled Text analysis on a shoestring: Using free tools to examine changes in corporate DEI & ESG verbiage<br>The code is python, used to download the Edgar 10-ks. The data is Excel workbooks with the text counts from the code and the tables created to support the analysis.
description: S&P 500 and 600 companies, as of mid-2025.
DOI: 10.3886/e244864v1
title: Text analysis on a shoestring: Using free tools to examine changes in corporate DEI & ESG verbiage

description: This is the data and code associated with article to be published in Journal of Business and Finance Librarianship in 2026 titled Text analysis on a shoestring: Using free tools to examine changes in corporate DEI & ESG verbiage<br>The code is python, used to download the Edgar 10-ks. The data is Excel workbooks with the text counts from the code and the tables created to support the analysis.
description: S&P 500 and 600 companies, as of mid-2025.
DOI: 10.15468/dl.k8fgz7
title: Occurrence Download

description: A dataset containing 2609 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Allium suaveolens, Allium suaveolens, Allium suaveolens)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 2609 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007362-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.76ygkq
title: Occurrence Download

description: A dataset containing 1553 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Allium victorialis)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 1553 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007363-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9w4nfd
title: Occurrence Download

description: A dataset containing 3427 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stachyurus praecox",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 3427 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007365-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18297878
title: SynthUterus ROI

description: We introduce SynthUterus ROI, a dataset of 800 region-of-interest (ROI)-cropped 96x96 synthetic uterus MRI images generated with diffusion models conditioned on uterine orientation. All images were independently annotated by clinicians for visual realism, orientation correctness and anomalies. SynthUterus ROI is designed for training and validation of medical imaging models, and is the first dataset to label uterus orientation explicitly. Metadata from the annotations is provided.
DOI: 10.5281/zenodo.18297879
title: SynthUterus ROI

description: We introduce SynthUterus ROI, a dataset of 800 region-of-interest (ROI)-cropped 96x96 synthetic uterus MRI images generated with diffusion models conditioned on uterine orientation. All images were independently annotated by clinicians for visual realism, orientation correctness and anomalies. SynthUterus ROI is designed for training and validation of medical imaging models, and is the first dataset to label uterus orientation explicitly. Metadata from the annotations is provided.
DOI: 10.15468/dl.cmr863
title: Occurrence Download

description: A dataset containing 3001 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Alopecurus geniculatus, Alopecurus geniculatus, Alopecurus geniculatus, Alopecurus geniculatus, Alopecurus geniculatus, Alopecurus paniceus, Alopecurus paniceus, Alopecurus paniceus)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 3001 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007368-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25318/3810019101-fra
title: Compte d'actifs liés à l’eau

description: Stocks disponibles et changements de stocks pour les actifs liés à l’eau douce. Les données pour l’année de référence 2021 sont compilées par région de drainage et les valeurs sont exprimées en millions de mètres cubes.
DOI: 10.15468/dl.7mde7w
title: Occurrence Download

description: A dataset containing 15086 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spheniscus demersus"
 ]
}

 The dataset includes 15086 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007366-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.npm4kx
title: Occurrence Download

description: A dataset containing 6395 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Allium vineale, Allium vineale, Allium vineale)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 6395 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007367-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2axwrw
title: Occurrence Download

description: A dataset containing 2611 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Staphylea trifolia",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 2611 records from 149 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007370-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.48ne5d
title: Occurrence Download

description: A dataset containing 962 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-85.9854 1.429,-77.0715 1.429,-77.0715 7.2212,-85.9854 7.2212,-85.9854 1.429))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Coenobitidae, Diogenidae, Paguridae, Parapaguridae, Lithodidae, Probeebeidae, Pylochelidae, Pylojacquesidae, Xylopaguridae)"
 ]
}

 The dataset includes 962 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007369-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dd.5bhcvt
title: Dataset generated from Esri tool

description: Derived dataset generated by Esri geoprocessing tool using GBIF API
DOI: 10.17603/ds2-0gxc-j420
title: New Zealand Ground-Motion Database (Version 4.3)

description: This dataset contains the 2024 updates to the New Zealand Ground-Motion Database (NZGMDB), originally developed by Hutchinson et al. (See Related Work). A link to the GitHub repository where the previous version resides is available in Related Data and Software. The updated release is designated NZGMDB Version 4.3. The database consists of 6040 earthquakes recorded at 393 stations, with an associated ~70,000 ground motions, and addresses challenges with earthquake source metadata, such as earthquake location, magnitude, tectonic classification, and finite-fault geometry.

Key updates relative to the previous version include:
   - Extension of the database to cover seismic events through 2024.
   - Expanded earthquake source metadata, finite-fault geometries, and aftershock flagging.
   - Enhanced waveform extraction, with longer time windows to better capture significant arrivals.
   - Improved P-wave arrival estimates, supported by a comprehensive evaluation of P-wave picker performance—crucial for accurate signal processing.

The quality-screened ground motions are provided in the NZGMDB-Quality-Flatfiles folder, which includes earthquake, station, and record metadata, along with intensity measures for both rotated and orientation-independent components. To provide more flexibility in database use, the repository also includes the NZGMDB-Full-Flatfiles folder. This contains the intensity measures and metadata for the complete set of processed waveforms retrieved from the GeoNet FDSN client, including records that did not comply with the established quality criteria and are absent in the quality flatfiles. Additionally, the raw and processed waveforms are provided in the Waveforms folder, organized by year and GeoNet event identification. Included in this publication are a Readme file that includes a data dictionary about the contents of the files, and a report with summary statistics. Further details on the database are available on the NZ GMDB GitHub  Wiki repository including a thorough explanation of the pre- and post-processing techniques, along with the methodologies applied to generate the files provided in this project. The code used to generate the data is also available in the same GitHub repository.
DOI: 10.5281/zenodo.18433195
title: Curated model results of control simulation in FESOM2.1-REcoM3

description: Control simulation for FESOM2.1-REcoM3Curated model results 

## Data overview

 1. surface, May to September monthly 2000-2019: __ds_Surface_Monthly_MJJAS_2000_2019.nc__    - DIN - dissolved inorganic nitrogen    - DiaChl - diatom chlorophyll    - PCHO - dissolved acidic polysaccharides    - PhyChl - small phytoplankton chlorophyll    - SIC - sea ice concentration    - SSS - sea surface salinity    - SST - sea surface temperature

 2. 2D, monthly 1990-2019: __ds_2D_Monthly_1990_2019.nc__    - NPPn - net primary production of small phytoplankton    - NPPd - net primary production of diatoms    - MLD2 - mixed layer depth

 3. volume-weighted mean, 0-30 m, monthly 1990-2019: __ds_vw030_Monthly_1990_2019.nc__    - DiaC - diatom carbon    - DiaChl - diatom chlorophyll    - DFe - dissolved iron    - DIN - dissolved inorganic nitrogen    - DSi - dissolved silicic acid    - PAR - photosynthetically active radiation    - PhyC - small phytoplankton carbon    - PhyChl - small phytoplankton chlorophyll

 4. depth-intgrated, 0-100 m, May to September monthly 2000-2019: __ds_int0100_Monthly_MJJAS_2000_2019.nc__    - DiaChl - diatom chlorophyll    - PhyChl - small phytoplankton chlorophyll    - POC - particulate organic carbon

## Model code- model_fesom2_recom3_run_04_git4d57706c.zip- The model code for this run (run 4) is identical to the model run 3 including TEP (https://zenodo.org/records/15174190) except for the flag "REcoM_TEP = .false." in namelist.recom

## Auxilliary files- ArcticSeas.geojson for region boundaries- mesh/ FESOM2.1 grid files for fARC mesh

## jupyter notebooks- data processing- plotting
DOI: 10.5281/zenodo.18433194
title: Curated model results of control simulation in FESOM2.1-REcoM3

description: Control simulation for FESOM2.1-REcoM3Curated model results 

## Data overview

 1. surface, May to September monthly 2000-2019: __ds_Surface_Monthly_MJJAS_2000_2019.nc__    - DIN - dissolved inorganic nitrogen    - DiaChl - diatom chlorophyll    - PCHO - dissolved acidic polysaccharides    - PhyChl - small phytoplankton chlorophyll    - SIC - sea ice concentration    - SSS - sea surface salinity    - SST - sea surface temperature

 2. 2D, monthly 1990-2019: __ds_2D_Monthly_1990_2019.nc__    - NPPn - net primary production of small phytoplankton    - NPPd - net primary production of diatoms    - MLD2 - mixed layer depth

 3. volume-weighted mean, 0-30 m, monthly 1990-2019: __ds_vw030_Monthly_1990_2019.nc__    - DiaC - diatom carbon    - DiaChl - diatom chlorophyll    - DFe - dissolved iron    - DIN - dissolved inorganic nitrogen    - DSi - dissolved silicic acid    - PAR - photosynthetically active radiation    - PhyC - small phytoplankton carbon    - PhyChl - small phytoplankton chlorophyll

 4. depth-intgrated, 0-100 m, May to September monthly 2000-2019: __ds_int0100_Monthly_MJJAS_2000_2019.nc__    - DiaChl - diatom chlorophyll    - PhyChl - small phytoplankton chlorophyll    - POC - particulate organic carbon

## Model code- model_fesom2_recom3_run_04_git4d57706c.zip- The model code for this run (run 4) is identical to the model run 3 including TEP (https://zenodo.org/records/15174190) except for the flag "REcoM_TEP = .false." in namelist.recom

## Auxilliary files- ArcticSeas.geojson for region boundaries- mesh/ FESOM2.1 grid files for fARC mesh

## jupyter notebooks- data processing- plotting
DOI: 10.5281/zenodo.18459867
title: Numerical and Experimental Investigation of Hull Vane Configuration on the Resistance of a Catamaran

description: The maritime industry continues to evolve through innovations that enhance safety and energy efficiency. One such development is the Hull Vane (HV), a submerged transom-mounted hydrofoil designed to reduce total resistance by generating lift and decreasing stern wave formation.

The present study analyzes the hydrodynamic impact of the HV on a catamaran using towing tank experiments and computational fluid dynamics (CFD) simulations in OpenFOAM. The numerical model was validated against experimental results. Multiple HV configurations were examined, and a surrogate model based on an Artificial Neural Network (ANN) was constructed to represent the CFD solver and optimize HV position and angle to minimize total resistance.

The CFD–ANN framework accurately replicated experimental resistance data. Compared with the optimal initial HV configuration, the optimized design resulted in an overall resistance decrease of approximately 2%, while delivering a 10.5% reduction relative to the bare hull.

The results demonstrate the HV’s effectiveness in improving hydrodynamic efficiency in catamaran hulls. The ANN-assisted optimization provides a rapid, data-driven approach for enhancing the performance of energy-saving appendages. The results also provide insights into the hydrodynamic performance of different HV positions and angles of attack, advancing the understanding of energy-saving devices in multi-hull vessels.