cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.px893v
title: Occurrence Download

description: A dataset containing 542393 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "OccurrenceStatus is Present",
 "TaxonKey is Squamata"
 ]
}

 The dataset includes 542393 records from 359 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030524-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17598825
title: Project Jarāʾid: Snapshot of bibliographic metadata from Wikidata for all Arabic periodicals published worldwide before 1930

description: Monthly snapshot of all bibliographic data from Wikidata for Arabic periodicals published worldwide before 1930. This repository contains RDF for all Wikidata items of the first-order (i.e. periodicals), serialised in Turtle and JSON-LD.

The data set comprises titles, type of publication, publication dates, intervals, editors, places of publication and holdings.
DOI: 10.5281/zenodo.17130907
title: Supplementary data for: Belowground effects of ground-dwelling large herbivores in forest ecosystems

description: This collection contains the data compiled for the literature review titled "Belowground effects of large herbivores in forest ecosystems."

The spreadsheets include information extracted from scientific articles on the effects of large herbivores on litter and soil dynamics, covering chemical, physical, and biological soil variables, as well as large mammalian herbivore species (>10 kg) in forest ecosystems.

Each spreadsheet provides references, and studied variables from the selected articles. This deposit aims to make the data available for transparency, reproducibility, and future use by researchers.

The content is organized into folders according to data type, with accompanying documentation detailing the columns and units. The license allows reuse with proper attribution to the author (CC-BY 4.0).
DOI: 10.5281/zenodo.17130908
title: Supplementary data for: Belowground effects of ground-dwelling large herbivores in forest ecosystems

description: This collection contains the data compiled for the literature review titled "Belowground effects of large herbivores in forest ecosystems."

The spreadsheets include information extracted from scientific articles on the effects of large herbivores on litter and soil dynamics, covering chemical, physical, and biological soil variables, as well as large mammalian herbivore species (>10 kg) in forest ecosystems.

Each spreadsheet provides references, and studied variables from the selected articles. This deposit aims to make the data available for transparency, reproducibility, and future use by researchers.

The content is organized into folders according to data type, with accompanying documentation detailing the columns and units. The license allows reuse with proper attribution to the author (CC-BY 4.0).
DOI: 10.15468/dl.ky8wve
title: Occurrence Download

description: A dataset containing 420526 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-1.55957 39.37572,-2.46324 39.13791,-3.0102 38.41656,-2.91904 37.56441,-1.91232 36.69245,-0.68364 36.44671,0.51729 37.24734,0.93346 38.45223,1.24657 39.18548,0.3865 39.3678,-1.55957 39.37572))",
 "TaxonKey is Arthropoda"
 ]
}

 The dataset includes 420526 records from 227 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030534-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17598821
title: PRINCIPLES OF GENDER EQUALITY AND DIVERSITY IN HUMAN RESOURCES POLICY

description: This thesis analyzes the importance of the principles of gender equality and diversity in human resources policy, modern approaches to their implementation, and practical outcomes. The scientific foundations developed aim to create equal opportunities between women and men in HR management and to increase organizational effectiveness by ensuring participation of representatives from various social, national, age, and cultural groups. The study examines the legal and regulatory basis for ensuring gender balance, international experience, and the current situation in Uzbekistan. Recommendations are provided to ensure equality and inclusiveness in HR policy.
DOI: 10.5281/zenodo.17598822
title: PRINCIPLES OF GENDER EQUALITY AND DIVERSITY IN HUMAN RESOURCES POLICY

description: This thesis analyzes the importance of the principles of gender equality and diversity in human resources policy, modern approaches to their implementation, and practical outcomes. The scientific foundations developed aim to create equal opportunities between women and men in HR management and to increase organizational effectiveness by ensuring participation of representatives from various social, national, age, and cultural groups. The study examines the legal and regulatory basis for ensuring gender balance, international experience, and the current situation in Uzbekistan. Recommendations are provided to ensure equality and inclusiveness in HR policy.
DOI: 10.6084/m9.figshare.29493272
title: Table 3

description: Table 3. Semi-structured interview guide overview
DOI: 10.6084/m9.figshare.29493272.v1
title: Table 3

description: Table 3. Semi-structured interview guide overview
DOI: 10.17605/osf.io/6wg9n
title: Can AI Empower Teacher Leaders? Exploring Pre-Service Teacher Perspectives and Skills
DOI: 10.5281/zenodo.17581124
title: A global catalogue of spatiotemporal drought events derived from multivariate hydrological data

description: This dataset contains a global catalogue of spatiotemporally clustered drought events spanning 1980–2024, identified using a three-dimensional implementation of the DBSCAN algorithm. The catalogue is based on daily data using four hydroclimatic variables:precipitation, potential evapotranspiration, soil moisture, and surface runoff.

This dataset corresponds to a manuscript, which is submitted to the Scientific Data, collection on Droughts. 

Stovicek et al, 2025: A global catalogue of spatiotemporal drought events derived from multivariate hydrological data
DOI: 10.5281/zenodo.17598590
title: SEM Withered Plant (BSE, 2025-11-13) — Kikoh Matsuura (Art–Science Archive)

description: SEM Withered Plant (BSE, 2025-11-13) is a child dataset within the series SEM Withered Plant (BSE Series) by Kikoh Matsuura.

It contains raw, uncompressed BMP images (without embedded scale bars) and JPG preview images (with overlaid scale bars), acquired on 2025-11-13 with a personally owned TECHNEX TinySEM M3-i using the BSE detector under high-vacuum conditions.

This dataset constitutes the primary observation data underlying the art–science work Withered Plant.The images capture the hidden microstructures of a dried plant fragment, prepared with an Au sputter coating and observed at an accelerating voltage of 17 kV with a label magnification of 80×.

By preserving both raw scientific evidence and its artistic context, this record stands as a unique trace at the boundary between art and science.

It links to the parent series record via the “Related works” field (IsPartOf) and contributes to the long-term archival of observation as both scientific evidence and a cultural record.
DOI: 10.34740/kaggle/dsv/13717577
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.17598850
title: Mesh holed
DOI: 10.5281/zenodo.17598851
title: Mesh holed
DOI: 10.5281/zenodo.17598856
title: SEM Withered Plant (BSE Series) — Kikoh Matsuura (Art–Science Archive)

description: Parent (series) record for *SEM Withered Plant (BSE)* by Kikoh Matsuura.  This record serves as the hub for all child datasets in the series.

**Files included:**- A series overview (TXT) documenting scope, naming rules, citation style, and file policy- A machine-readable index (CSV) that will be updated to list child datasets (DOIs, imaging parameters, etc.)

Each child dataset contains raw, uncompressed BMP images (≈13 per set, number varies) acquired with a personally owned TECHNEX TinySEM M3-i using the BSE detector under high-vacuum conditions.  Child records provide detailed READMEs with exact parameters (accelerating voltage, working distance, vacuum, pixel size, field of view, frame time, coating).

This parent provides a stable concept DOI for the entire *SEM Withered Plant (BSE)* series.  Child datasets link back via *IsPartOf*, and this parent enumerates them via *HasPart*.  

*This series visualizes the hidden order and chance in withered plants through SEM-BSE, leaving a unique trace at the boundary between art and science.*
DOI: 10.15468/dl.pj26x2
title: Occurrence Download

description: A dataset containing 220101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Caretta caretta",
 "HasCoordinate is true"
 ]
}

 The dataset includes 220101 records from 606 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030542-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17598769
title: Investigation of Secondary Metabolites and Their Bioactive Potential in Various Iris Species and Cultivars Grown under Different Cultivation Conditions

description: dataset for publication ACS Omega 2025, 10, 43, 51256–51271
DOI: 10.5281/zenodo.17598768
title: Investigation of Secondary Metabolites and Their Bioactive Potential in Various Iris Species and Cultivars Grown under Different Cultivation Conditions

description: dataset for publication ACS Omega 2025, 10, 43, 51256–51271
DOI: 10.21943/auas.30465497
title: Mobile App Rating Scale and PEMAT-AV scores for eTOP project

description: We systematically searched for apps in the Apple App Store, Google Play Store, and Google along with a literature search using PubMed. Multiple keywords were used (e.g. "preterm baby", "app", and "home"). Apps were included when they provided information for parents on topics and content related to prematurity after hospital discharge.To examine app content related to the post-discharge period, apps were reviewed and topics were identified. The Mobile App Rating Scale (MARS) was used to measure the app’s quality, and the Patient Education Materials Assessment Tool for Audiovisual Materials (PEMAT-AV) was used to measure the understandability and actionability of the information material). This item contains the raw PEMAT-AV and MARS scores.<br><br>The individual scores and total scores for the MARS are presented in one document. The scores for the PEMAT are (per reviewer) presented in individual scoring formats. All scoring methods are being described in the accompanying article.
DOI: 10.21943/auas.30465497.v1
title: Mobile App Rating Scale and PEMAT-AV scores for eTOP project

description: We systematically searched for apps in the Apple App Store, Google Play Store, and Google along with a literature search using PubMed. Multiple keywords were used (e.g. "preterm baby", "app", and "home"). Apps were included when they provided information for parents on topics and content related to prematurity after hospital discharge.To examine app content related to the post-discharge period, apps were reviewed and topics were identified. The Mobile App Rating Scale (MARS) was used to measure the app’s quality, and the Patient Education Materials Assessment Tool for Audiovisual Materials (PEMAT-AV) was used to measure the understandability and actionability of the information material). This item contains the raw PEMAT-AV and MARS scores.<br><br>The individual scores and total scores for the MARS are presented in one document. The scores for the PEMAT are (per reviewer) presented in individual scoring formats. All scoring methods are being described in the accompanying article.
DOI: 10.15468/dl.da87wd
title: Occurrence Download

description: A dataset containing 9451 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.countrycode = 'CN'
 AND occurrence.datasetkey = '50c9509d-22c7-4a22-a47d-8c48425ef4a7'
 AND (occurrence.level0gid = 'CHN' OR occurrence.level1gid = 'CHN' OR occurrence.level2gid = 'CHN' OR occurrence.level3gid = 'CHN')
 AND (CAST(occurrence.taxonkey AS INTEGER) = 212 OR CAST(occurrence.acceptedtaxonkey AS INTEGER) = 212 OR CAST(occurrence.kingdomkey AS INTEGER) = 212 OR CAST(occurrence.phylumkey AS INTEGER) = 212 OR CAST(occurrence.classkey AS INTEGER) = 212 OR CAST(occurrence.orderkey AS INTEGER) = 212 OR CAST(occurrence.familykey AS INTEGER) = 212 OR CAST(occurrence.genuskey AS INTEGER) = 212 OR CAST(occurrence.specieskey AS INTEGER) = 212)
 AND (occurrence."year" &gt;= 2000 AND occurrence."year" &lt;= 2025)
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 9451 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030557-251025141854904/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.30608789
title: Table 1. Adolescents’ sample characteristics

description: Table 1
DOI: 10.6084/m9.figshare.30608789.v1
title: Table 1. Adolescents’ sample characteristics

description: Table 1
DOI: 10.15468/dl.768pju
title: Occurrence Download

description: A dataset containing 9787 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Balanus glandula"
 ]
}

 The dataset includes 9787 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030577-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17549864
title: Data and code for the publication: "Glacier melt as a source of legacy mercury: Implications for ecosystem recovery and environmental trends"

description: This repository contains all datasets, analysis scripts and figures supporting the results presented in the manuscript:

"Glacier melt as a source of legacy mercury: Implications for ecosystem recovery and environmental trends"Submitted to Environmental Science & Technology (2025).
DOI: 10.5281/zenodo.17549863
title: Data and code for the publication: "Glacier melt as a source of legacy mercury: Implications for ecosystem recovery and environmental trends"

description: This repository contains all datasets, analysis scripts and figures supporting the results presented in the manuscript:

"Glacier melt as a source of legacy mercury: Implications for ecosystem recovery and environmental trends"Submitted to Environmental Science & Technology (2025).
DOI: 10.15468/dl.q6d7n5
title: Occurrence Download

description: A dataset containing 206 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pyrrhosoma elisabethae"
 ]
}

 The dataset includes 206 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030578-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/1t9p-tf31
title: "Human-aligned Large Language Models Evaluation for Network Automation"

description: "This dataset accompanies the study in which the HALLE (Human-aligned Auto LLM evaluation) framework is applied to a use case involving explainable AI (XAI) outputs for optical network quality-of-transmission (QoT) estimation. It includes the prompt sets used to query the candidate large language models (LLMs), the explanations generated by each model, and the evaluation scores assigned by human experts and by the LLM judges. Human evaluators annotated 40 instances, and these annotations were used to compare all candidate LLM judges. The selected judge then evaluated a set of 100 instances to produce the final scoring used in the paper. The dataset also contains the trained XGBoost QoT prediction model and the SHAP data used to produce the XAI feature attributions. All files are provided to enable exact reproduction of the experiments reported in the associated publication."
DOI: 10.15468/dl.49r2hd
title: Occurrence Download

description: A dataset containing 1477787 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Siluriformes"
 ]
}

 The dataset includes 1477787 records from 1763 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030538-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q59jnf
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024627-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.43n4nz
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024628-250811113504898/datasets/export for details.
DOI: 10.15468/dl.5e9cjt
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Desmodium tortuosum",
 "Country is Nauru",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024629-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14473/csda/g4l5oq
title: Nezávislí kandidáti v komunálních volbách 2010-2018

description: Datové soubory jsou seznamem kandidátů v komunálních volbách v letech 2010, 2014, 2018. Obsahují oficiální údaje o kandidátech dostupné z veřejných zdrojů. Dále jsou doplněna o unikátní klasifikaci politických stran, které jednotliví kandidáti reprezentovali. Data byla připravena v rámci výzkumného projektu, který se zaměřil na alternativní formu reprezentace na lokální úrovni, kterou představují sdružení nezávislých kandidátů pro volby do zastupitelstev obcí (ILLs). Ty se objevují už delší dobu nejen v zavedených demokraciích, ale i v nových demokraciích ve střední a východní Evropě. Jejich význam jako konkurence politických stran však v posledním desetiletí výrazně vzrostl. Úspěch ILLs vede ke změně politické krajiny. Cílem projektu bylo odpovědět na otázku, zda ILLs v České republice jsou příznakem krize reprezentativní demokracie nebo znakem zdravé demokratické obnovy zdola nad rámec stávajícího systému stranické reprezentace. Pro zodpovězení této otázky projekt analyzuje podíl hlasů pro ILLs v posledních třech komunálních volbách v ČR, pracuje na analytickém rámci pro vysvětlení podílu hlasů ILLs, zkoumá pozadí a faktory, které podporují vznik ILLs a analyzuje, které faktory nebo kombinace faktorů vysvětlují stoupající voličskou podporu ILLs.
description: Data budou zpřístupněna v Data safe centru ČSDA.
DOI: 10.15468/dl.4nm4v2
title: Occurrence Download

description: A dataset containing 3929 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Micranthes stellaris subsp. robusta (Engl.) L.Sáez & Aymerich"
 ]
}

 The dataset includes 3929 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001160-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dd4k2m
title: Occurrence Download

description: A dataset containing 23886 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Micranthes stellaris subsp. stellaris"
 ]
}

 The dataset includes 23886 records from 278 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001159-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w8cx5h
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bathytroctes microlepis Günther, 1878",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((8.9648 28.8496,-0.0352 28.8496,-0.0352 19.8496,8.9648 19.8496,8.9648 28.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010592-250525065834625/datasets/export for details.
DOI: 10.3886/e231585
title: Replication data for: The Returns to a Large Community College Program: Evidence from Admissions Lotteries

description: This paper estimates the labor market returns to the associate's degree in nursing (ADN), which is one of the most popular community college programs. I use student-level 
academic and earnings records across two decades for all community college students in California. I leverage random variation from admissions lotteries to produce 
causal estimates of the effect of the ADN on earnings and employment at a single large ADN program. Enrolling in the program increases earnings by 44 percent and the 
probability of working in the health care industry by 19 percentage points. These estimates are similar to ones in models that do not use the lottery variation but do control 
for individual fixed effects and individual-specific linear time trends, which I also estimate in a wider set of institutions where lottery estimates are not possible. In light of 
concerns about nursing shortages, I estimate that the economic benefit of expanding an ADN program by one seat far outweighs the costs.