cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17881054
title: Quantitative Survey Dataset of Third-Country Students and Graduates in Latvia (2025)

description: This dataset contains the results of a quantitative survey of third-country (non-EU/EEA) students and graduates in Latvia, collected in 2025 as part of a research project examining their labour market integration, study experience, and post-study intentions. The survey includes responses on demographic characteristics, employment and job-search behaviour, study-related factors, migration intentions, barriers to labour market participation, and perceptions of inclusion in Latvian society and higher education.

Data were collected using an online questionnaire administered between April-October 2025. The sample includes respondents studying or having recently completed studies at Latvian higher education institutions. The dataset is anonymised in accordance with GDPR requirements, and no personally identifiable information is included.

The dataset may be used for research, policy analysis, and comparative studies on international student mobility, integration, and migration dynamics. Users are encouraged to cite this dataset when using it in publications. Suggested citation: Varpina, Z., & Krumina, M. (2025). Quantitative Survey Dataset of Third-Country Students and Graduates in Latvia (2025) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.17881055 

Funding:

Society Integration Foundation (Sabiedrības integrācijas fonds),Project: “Retention of Foreign Talent in Latvia”,Grant No. 2025.LV/NVOF/MAC/123.

This dataset was prepared within a collaboration agreement with the association “Ar pasaules pieredzi Latvijā” (APPLV), under the project funded by the Society Integration Foundation. 

Users must attribute the dataset correctly and may not use it in a way that suggests endorsement by the Society Integration Foundation.
DOI: 10.5281/zenodo.17881055
title: Quantitative Survey Dataset of Third-Country Students and Graduates in Latvia (2025)

description: This dataset contains the results of a quantitative survey of third-country (non-EU/EEA) students and graduates in Latvia, collected in 2025 as part of a research project examining their labour market integration, study experience, and post-study intentions. The survey includes responses on demographic characteristics, employment and job-search behaviour, study-related factors, migration intentions, barriers to labour market participation, and perceptions of inclusion in Latvian society and higher education.

Data were collected using an online questionnaire administered between April-October 2025. The sample includes respondents studying or having recently completed studies at Latvian higher education institutions. The dataset is anonymised in accordance with GDPR requirements, and no personally identifiable information is included.

The dataset may be used for research, policy analysis, and comparative studies on international student mobility, integration, and migration dynamics. Users are encouraged to cite this dataset when using it in publications. Suggested citation: Varpina, Z., & Krumina, M. (2025). Quantitative Survey Dataset of Third-Country Students and Graduates in Latvia (2025) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.17881055 

Funding:

Society Integration Foundation (Sabiedrības integrācijas fonds),Project: “Retention of Foreign Talent in Latvia”,Grant No. 2025.LV/NVOF/MAC/123.

This dataset was prepared within a collaboration agreement with the association “Ar pasaules pieredzi Latvijā” (APPLV), under the project funded by the Society Integration Foundation. 

Users must attribute the dataset correctly and may not use it in a way that suggests endorsement by the Society Integration Foundation.
DOI: 10.15468/dl.qzpbj3
title: Occurrence Download

description: A dataset containing 329196 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 39.085278",
 "DecimalLatitude is less than or equal to 44.085278",
 "DecimalLongitude is greater than or equal to -120.0",
 "DecimalLongitude is less than or equal to -115.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 329196 records from 235 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048344-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6nxjqs
title: Occurrence Download

description: A dataset containing 138459 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Columba livia"
 ]
}

 The dataset includes 138459 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048328-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/pgmmby
title: PAN-00180121 - identification/membership badge/emblem

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00180121&lt;/p&gt;
description: Modified: 2025-09-29T15:09:47+02:00
DOI: 10.6084/m9.figshare.30866357
title: Meta_CT_services

description: we conducted a <b>second-order meta-analysis</b>, synthesizing data from 69 primary meta-analyses to provide the most comprehensive global evaluation of Conservation Tilage to date
DOI: 10.6084/m9.figshare.30866357.v1
title: Meta_CT_services

description: we conducted a <b>second-order meta-analysis</b>, synthesizing data from 69 primary meta-analyses to provide the most comprehensive global evaluation of Conservation Tilage to date
DOI: 10.21227/z7hv-e014
title: "Variable\u2011K Speech and Audio Mixtures for Separation, Counting, and Tagging"

description: "This dataset suite provides variable-K audio mixtures for speech and general sound event processing. It includes Org-Mix-4 (K=1\u20134 speakers), Org-Mix-9 (K=1\u20139 speakers), and FSD-Mix (K=1\u201339 sound sources), all generated using a unified 10-second, 16 kHz mixture pipeline with stems, labels, and metadata. The collection enables research on separation, source counting, and multi-label tagging across increasing scene complexity."
DOI: 10.5281/zenodo.17905470
title: Doubling the carbon potential of planted forests in China without expanding their area
DOI: 10.17026/ar/xh6tnr
title: PAN-00179517 - cast thimble, clockwise hand or stamp pitted

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00179517&lt;/p&gt;
description: Modified: 2025-09-10T15:18:20+02:00
DOI: 10.5281/zenodo.17905469
title: Doubling the carbon potential of planted forests in China without expanding their area
DOI: 10.5281/zenodo.16209653
title: Tutorial for computer vision for high throughput experimentation

description: Dataset for vessel and phase detection training and user study of "Computer Vision for High-Throughput Materials Synthesis: A Tutorial for Experimentalists".
DOI: 10.5281/zenodo.16209652
title: Tutorial for computer vision for high throughput experimentation

description: Dataset for vessel and phase detection training and user study of "Computer Vision for High-Throughput Materials Synthesis: A Tutorial for Experimentalists".
DOI: 10.17026/ar/poojib
title: PAN-00126349 - coin/coin-related, Severus Alexander (222-235), voor Julia Mamaea, denarius

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00126349&lt;/p&gt;
description: Modified: 2025-09-30T07:40:21+02:00
DOI: 10.15468/dl.5fp9tg
title: Occurrence Download

description: A dataset containing 1244 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "Geometry POLYGON((77.84867 7.75339,78.99942 8.95887,79.36495 9.05247,79.48951 9.12513,79.51447 9.31127,79.55575 9.83067,80.27537 10.7264,80.36021 11.99472,80.79882 13.8141,77.98131 12.73443,76.76155 12.77617,74.20822 13.86989,75.61449 10.49672,76.32104 7.66218,77.84867 7.75339))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Butea monosperma"
 ]
}

 The dataset includes 1244 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048356-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gjx5es
title: Occurrence Download

description: A dataset listing the 4135534 species recorded in GBIF matching the query:
{
 "OccurrenceStatus" : [
 "is Present"
 ]
}

 The dataset's 4135534 records were derived from 87769 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048351-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pma5rk
title: Occurrence Download

description: A dataset containing 68438 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Pyrrhura frontalis"
 ]
}

 The dataset includes 68438 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048342-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nmvzra
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "Geometry POLYGON((77.84867 7.75339,78.99942 8.95887,79.36495 9.05247,79.48951 9.12513,79.51447 9.31127,79.55575 9.83067,80.27537 10.7264,80.36021 11.99472,80.79882 13.8141,77.98131 12.73443,76.76155 12.77617,74.20822 13.86989,75.61449 10.49672,76.32104 7.66218,77.84867 7.75339))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Elaeocarpus serratus"
 ]
}

 The dataset includes 71 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048357-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/lpbaiq
title: PAN-00099535 - coin/coin-related, Marcus Aurelius (161-180) (en Lucius Verus (161-169) ?), voor Lucilla, sestertius

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00099535&lt;/p&gt;
description: Modified: 2025-09-29T17:56:10+02:00
DOI: 10.17026/ar/ifp1fx
title: PAN-00125983 - copper alloy nail with a hemispherical head

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00125983&lt;/p&gt;
description: Modified: 2025-10-15T09:10:02+02:00
DOI: 10.5281/zenodo.17905622
title: A Psychological Dynamics Model of AI-Supported Learning: Examining the Mediating and Moderating Effects on Preservice Early Childhood Teachers' Instructional Design Ability
DOI: 10.5281/zenodo.17905621
title: A Psychological Dynamics Model of AI-Supported Learning: Examining the Mediating and Moderating Effects on Preservice Early Childhood Teachers' Instructional Design Ability
DOI: 10.15468/dl.gskncu
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "Geometry POLYGON((77.84867 7.75339,78.99942 8.95887,79.36495 9.05247,79.48951 9.12513,79.51447 9.31127,79.55575 9.83067,80.27537 10.7264,80.36021 11.99472,80.79882 13.8141,77.98131 12.73443,76.76155 12.77617,74.20822 13.86989,75.61449 10.49672,76.32104 7.66218,77.84867 7.75339))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Erythroxylum monogynum"
 ]
}

 The dataset includes 33 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048358-251120083545085/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.30403369.v2
title: Human Clarity Institute – Focus & Distraction Survey 2025 (Public Dataset v1.0)

description: <b>De-identified open dataset</b> from the Human Clarity Institute’s <i>2025 Focus & Distraction Survey</i> (N = 790), conducted across the United Kingdom, United States, Canada, Australia, Ireland, and New Zealand.Measures digital attention, productivity, focus, and wellbeing.<b>This dataset underpins the following HCI reports:</b>Values vs Noise – Full ReportWhy Can’t I Focus? – Full Report<b>Dataset page:</b> https://humanclarityinstitute.com/datasets/focus-distraction-2025/<br><b>GitHub repository:</b> https://github.com/humanclarityinstitute/HCI-FocusSurvey-2025<br><b>License:</b> Creative Commons Attribution 4.0 (CC BY 4.0)🧾 Data Integrity Note (HCI 2025)This dataset forms part of the Human Clarity Institute’s post-audit verification system linking all GitHub, Zenodo, and Figshare repositories. It has been cross-checked for file, metadata, and DOI alignment and validated within its theme cluster (e.g. focus, trust, fatigue, or purpose) using pivot-table consistency tests from the <i>Digital Life 2025</i> and <i>Focus & Distraction 2025</i> frameworks.Updates are version-controlled on GitHub and mirrored across all repositories within 24 hours to maintain transparent data lineage.
DOI: 10.15468/dl.4yy5s2
title: Occurrence Download

description: A dataset containing 435 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "Geometry POLYGON((77.84867 7.75339,78.99942 8.95887,79.36495 9.05247,79.48951 9.12513,79.51447 9.31127,79.55575 9.83067,80.27537 10.7264,80.36021 11.99472,80.79882 13.8141,77.98131 12.73443,76.76155 12.77617,74.20822 13.86989,75.61449 10.49672,76.32104 7.66218,77.84867 7.75339))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Erythrina variegata"
 ]
}

 The dataset includes 435 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048359-251120083545085/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.30866465
title: ECS values

description: CES values for green, blue, and natural values in 60 parks
DOI: 10.6084/m9.figshare.30866465.v1
title: ECS values

description: CES values for green, blue, and natural values in 60 parks
DOI: 10.15468/dl.xtzrgs
title: Occurrence Download

description: A dataset containing 56502 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Amazona",
 "Year 2020-2025"
 ]
}

 The dataset includes 56502 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048346-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/uyyiqc
title: PAN-00182234 - soldered thimble, roulette stamp pitted

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00182234&lt;/p&gt;
description: Modified: 2025-11-06T10:47:47+01:00
DOI: 10.5281/zenodo.17905639
title: DAO Analyzer dataset

description: DAO-Analyzer's dataset.


Explore data from Decentralized Autonomous Organizations deployed on the DAOstack, DAOhaus and Aragon platforms.
description: DAO-Analyzer is created under the umbrella of multiple research projects:



Chain Community, funded by the Spanish Ministry of Science and Innovation (RTI2018‐096820‐A‐I00) and led by Javier Arroyo and Samer Hassan

P2P Models, funded by the European Research Council (ERC-2017-STG 625 grant no.: 75920), led by Samer Hassan.

DAOapplications, funded by the Spanish Ministry of Science and Innovation (PID2021-127956OB-I00) and led by Javier Arroyo, Samer Hassan and maria Cruz Valiente
DOI: 10.15468/dl.d8w9f9
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "Geometry POLYGON((77.84867 7.75339,78.99942 8.95887,79.36495 9.05247,79.48951 9.12513,79.51447 9.31127,79.55575 9.83067,80.27537 10.7264,80.36021 11.99472,80.79882 13.8141,77.98131 12.73443,76.76155 12.77617,74.20822 13.86989,75.61449 10.49672,76.32104 7.66218,77.84867 7.75339))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Givotia moluccana"
 ]
}

 The dataset includes 18 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048360-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/f1bedr
title: PAN-00177034 - composite brooch with high catch-plate series 2

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00177034&lt;/p&gt;
description: Modified: 2025-07-31T16:21:16+02:00
DOI: 10.15468/dl.8kya6f
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "Geometry POLYGON((77.84867 7.75339,78.99942 8.95887,79.36495 9.05247,79.48951 9.12513,79.51447 9.31127,79.55575 9.83067,80.27537 10.7264,80.36021 11.99472,80.79882 13.8141,77.98131 12.73443,76.76155 12.77617,74.20822 13.86989,75.61449 10.49672,76.32104 7.66218,77.84867 7.75339))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gluta travancorica"
 ]
}

 The dataset includes 41 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048362-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pzx7nn
title: Occurrence Download

description: A dataset containing 290508 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 4.085278",
 "DecimalLatitude is less than or equal to 9.085278",
 "DecimalLongitude is greater than or equal to -85.0",
 "DecimalLongitude is less than or equal to -80.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 290508 records from 240 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048355-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vptvuk
title: Occurrence Download

description: A dataset containing 12338294 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Zenaida macroura)",
 "BasisOfRecord is one of (Human Observation, Observation, Occurrence evidence)",
 "Year is greater than or equal to 1951",
 "Year is less than or equal to 2024",
 "Month is greater than or equal to April",
 "Month is less than or equal to July",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 12338294 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048349-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.czshua
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "Geometry POLYGON((77.84867 7.75339,78.99942 8.95887,79.36495 9.05247,79.48951 9.12513,79.51447 9.31127,79.55575 9.83067,80.27537 10.7264,80.36021 11.99472,80.79882 13.8141,77.98131 12.73443,76.76155 12.77617,74.20822 13.86989,75.61449 10.49672,76.32104 7.66218,77.84867 7.75339))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hardwickia binata"
 ]
}

 The dataset includes 24 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048363-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/fzaobs
title: PAN-00070362 - production waste amber/jet/coral

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00070362&lt;/p&gt;
description: Modified: 2025-07-10T15:23:06+02:00
DOI: 10.7910/dvn/ghjld4
title: RCSB PDB - 3WD5: Crystal structure of TNFalpha (311K, 38°C, 100 ns) - random seed #1

description: RCSB PDB - 3WD5: Crystal structure of TNFalpha (311K, 38°C, 100 ns) - random seed #1. Contains PDB obtained every 50 ns.
DOI: 10.15468/dl.yrqcpm
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "Geometry POLYGON((77.84867 7.75339,78.99942 8.95887,79.36495 9.05247,79.48951 9.12513,79.51447 9.31127,79.55575 9.83067,80.27537 10.7264,80.36021 11.99472,80.79882 13.8141,77.98131 12.73443,76.76155 12.77617,74.20822 13.86989,75.61449 10.49672,76.32104 7.66218,77.84867 7.75339))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hopea parviflora"
 ]
}

 The dataset includes 35 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048365-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.