cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.rhjqu3
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Indonesia",
 "DatasetKey is Royal Botanic Gardens, Kew - Herbarium Specimens",
 "TaxonKey is Bucephalandra Schott"
 ]
}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000174-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9esf39
title: Occurrence Download

description: A dataset containing 50543 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "Continent is North America",
 "OccurrenceStatus is Present",
 "TaxonKey is Tamiasciurus hudsonicus (Erxleben, 1777)",
 "Year 1990-2025"
 ]
}

 The dataset includes 50543 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000161-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dsg4nz
title: Occurrence Download

description: A dataset containing 22200 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Delphinus delphis Linnaeus, 1758",
 "Year 2018-2025"
 ]
}

 The dataset includes 22200 records from 136 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000182-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14934218
title: The Impact of Neighborhood Cohesion and Social Isolation on the Mental Health of Older Adults: Mediating Effects of Subjective Well-being

description: The dataset, "Raw Data_The Impact of Neighborhood Cohesion and Social Isolation on the Mental Health of Older Adults: Mediating Effects of Subjective Well-being", was collected from older adults residing in urban areas of Sanya, Hainan Province, China using the WJX platform (www.wjx.cn) between October and December 2024. After excluding invalid responses, 646 valid questionnaires were analyzed. The present study focuses on the main psychological elements affecting older people, including neighborhood cohesion, social isolation, subjective well-being and mental health, in order to analyze the impact of urban living environments on the mental health of older people. This dataset provides valuable insights for understanding the psychological state and development of elderly individuals.
DOI: 10.5281/zenodo.14934219
title: The Impact of Neighborhood Cohesion and Social Isolation on the Mental Health of Older Adults: Mediating Effects of Subjective Well-being

description: The dataset, "Raw Data_The Impact of Neighborhood Cohesion and Social Isolation on the Mental Health of Older Adults: Mediating Effects of Subjective Well-being", was collected from older adults residing in urban areas of Sanya, Hainan Province, China using the WJX platform (www.wjx.cn) between October and December 2024. After excluding invalid responses, 646 valid questionnaires were analyzed. The present study focuses on the main psychological elements affecting older people, including neighborhood cohesion, social isolation, subjective well-being and mental health, in order to analyze the impact of urban living environments on the mental health of older people. This dataset provides valuable insights for understanding the psychological state and development of elderly individuals.
DOI: 10.15468/dl.gjtv5j
title: Occurrence Download

description: A dataset containing 17388 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tegenaria Latreille, 1804"
 ]
}

 The dataset includes 17388 records from 458 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000183-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9gc6zg
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eschenbachia blinii (H.Lév.) Brouillet"
 ]
}

 The dataset includes 117 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000184-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u77qjd
title: Occurrence Download

description: A dataset containing 21217 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adelotus brevis (Günther, 1863)"
 ]
}

 The dataset includes 21217 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000185-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wfmjxm
title: Occurrence Download

description: A dataset containing 176 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lithocarpus wallichianus (Lindl. ex Hance) Rehder"
 ]
}

 The dataset includes 176 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000175-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5auq5g
title: Occurrence Download

description: A dataset containing 1283 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tursiops aduncus (Ehrenberg, 1833)",
 "Year 2018-2025"
 ]
}

 The dataset includes 1283 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000187-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mtzcxj
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eschenbachia aegyptiaca (L.) Brouillet"
 ]
}

 The dataset includes 72 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000188-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gfnu8g
title: Occurrence Download

description: A dataset containing 21904 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (April, May, June, July, August)",
 "TaxonKey is Vireo atricapilla Woodhouse, 1852",
 "Year 1950-2024"
 ]
}

 The dataset includes 21904 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000176-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pujcx6
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eschenbachia aegyptiaca (L.) Brouillet"
 ]
}

 The dataset includes 72 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000189-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vwa5cb
title: Occurrence Download

description: A dataset containing 5541 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alytes cisternasii Boscá, 1879"
 ]
}

 The dataset includes 5541 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000190-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zzejcj
title: Occurrence Download

description: A dataset containing 1808 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dieffenbachia seguine (Jacq.) Schott)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 1808 records from 140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000191-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e2xutw
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eschenbachia aegyptiaca (L.) Brouillet"
 ]
}

 The dataset includes 72 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000177-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.56hxmn
title: Occurrence Download

description: A dataset containing 4857 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "Continent is North America",
 "OccurrenceStatus is Present",
 "TaxonKey is Vaccinium uliginosum L.",
 "Year 1990-2025"
 ]
}

 The dataset includes 4857 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000192-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yhae2g
title: Occurrence Download

description: A dataset containing 3103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "Continent is North America",
 "OccurrenceStatus is Present",
 "TaxonKey is Rubus chamaemorus L.",
 "Year 1990-2025"
 ]
}

 The dataset includes 3103 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000193-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5wn7zz
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lithocarpus woodii (Hance) A.Camus"
 ]
}

 The dataset includes 92 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000194-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14934201
title: Metrics Garden Dataset 2023

description: Optimism Ecosystem Metrics Garden Database (2023)

This dataset provides a comprehensive collection of metrics for evaluating contributions to the Optimism blockchain ecosystem. The metrics are categorized across key areas including Developer Ecosystem, End User Experience & Adoption, Collective Governance, and OP Stack.

Each metric is evaluated based on its strength (Low, Medium, High) and includes detailed information about what it measures, why it's valuable, and how it relates to specific categories within the Optimism ecosystem. The dataset serves as a framework for assessing the impact and value of projects, tools, educational content, and governance initiatives within the Optimism Collective.

The metrics cover a wide range of indicators including user engagement, developer adoption, governance participation, technical performance, and ecosystem growth. This database can be utilized by researchers, developers, grant evaluators, and community members to better understand and measure contributions to the Optimism ecosystem.

Methodology

The metrics were developed through a combination of stakeholder interviews and complementary literature research to ensure they accurately reflect the values and priorities of the Optimism ecosystem as they existed in 2023. It's important to note that these priorities evolve with time, and the metrics may change to reflect shifting ecosystem goals and objectives.

Purpose and Context

The original use case for this database was to support Optimism Voters in RetroFunding 3 (RetroPGF3) in their allocation process. Optimism RetroPGF (Retroactive Public Goods Funding) is an innovative funding experiment that Optimism is piloting to fund contributions that generate positive impact to their ecosystem. This approach aims to reward projects and initiatives that have already demonstrated value rather than funding based solely on future promises.

Dataset Structure



Metric name: Name of the measurement

Metric strength: Impact level (Low, Medium, High)

What & Why: Description of what is measured and its importance

Keyword it relates to: Associated concept or theme

Term connected to: Related concept within the ecosystem

Category: Classification (Developer Ecosystem, End User Experience + Adoption, Collective Governance, OP Stack)

Why is this metric useful: Explanation of relevance to its category

What is this metric: Detailed definition of the measurement

Source: Origin of the metric (where applicable)

ID: Unique identifier for each metric


This database is being actively refined and may evolve to better serve the needs of the Optimism Collective.

For more information about the Optimism ecosystem, please visit https://www.metricsgarden.xyz.
DOI: 10.5281/zenodo.14934202
title: Metrics Garden Dataset 2023

description: Optimism Ecosystem Metrics Garden Database (2023)

This dataset provides a comprehensive collection of metrics for evaluating contributions to the Optimism blockchain ecosystem. The metrics are categorized across key areas including Developer Ecosystem, End User Experience & Adoption, Collective Governance, and OP Stack.

Each metric is evaluated based on its strength (Low, Medium, High) and includes detailed information about what it measures, why it's valuable, and how it relates to specific categories within the Optimism ecosystem. The dataset serves as a framework for assessing the impact and value of projects, tools, educational content, and governance initiatives within the Optimism Collective.

The metrics cover a wide range of indicators including user engagement, developer adoption, governance participation, technical performance, and ecosystem growth. This database can be utilized by researchers, developers, grant evaluators, and community members to better understand and measure contributions to the Optimism ecosystem.

Methodology

The metrics were developed through a combination of stakeholder interviews and complementary literature research to ensure they accurately reflect the values and priorities of the Optimism ecosystem as they existed in 2023. It's important to note that these priorities evolve with time, and the metrics may change to reflect shifting ecosystem goals and objectives.

Purpose and Context

The original use case for this database was to support Optimism Voters in RetroFunding 3 (RetroPGF3) in their allocation process. Optimism RetroPGF (Retroactive Public Goods Funding) is an innovative funding experiment that Optimism is piloting to fund contributions that generate positive impact to their ecosystem. This approach aims to reward projects and initiatives that have already demonstrated value rather than funding based solely on future promises.

Dataset Structure



Metric name: Name of the measurement

Metric strength: Impact level (Low, Medium, High)

What & Why: Description of what is measured and its importance

Keyword it relates to: Associated concept or theme

Term connected to: Related concept within the ecosystem

Category: Classification (Developer Ecosystem, End User Experience + Adoption, Collective Governance, OP Stack)

Why is this metric useful: Explanation of relevance to its category

What is this metric: Detailed definition of the measurement

Source: Origin of the metric (where applicable)

ID: Unique identifier for each metric


This database is being actively refined and may evolve to better serve the needs of the Optimism Collective.

For more information about the Optimism ecosystem, please visit https://www.metricsgarden.xyz.
DOI: 10.15468/dl.3n5w6h
title: Occurrence Download

description: A dataset containing 277 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alytes muletensis (Sanchíz & Adrover, 1979)"
 ]
}

 The dataset includes 277 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000178-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14934086
title: OAIZIB-CM: Dataset from the CartiMorph Project

description: This is the official release of OAIZIB-CM dataset.



OAIZIB-CM is based on the OAIZIB dataset



OAIZIB paper: Automated Segmentation of Knee Bone and Cartilage combining Statistical Shape Knowledge and Convolutional Neural Networks: Data from the Osteoarthritis Initiative



In OAIZIB-CM, tibial cartilage is split into medial and lateral tibial cartilages.

OAIZIB-CM includes CLAIR-Knee-103R, consisting of 



a template image learned from 103 MR images of subjects without radiographic OA

corresponding 5-ROI segmentation mask for cartilages and bones

corresponding 20-ROI atlas for articular cartilages



It is compulsory to cite the paper if you use the dataset



CartiMorph: A framework for automated knee articular cartilage morphometrics




For convenient dataset download in Python, please refer to the Hugging Face release of the same dataset:https://huggingface.co/datasets/YongchengYAO/OAIZIB-CM
DOI: 10.5281/zenodo.14934085
title: OAIZIB-CM: Dataset from the CartiMorph Project

description: This is the official release of OAIZIB-CM dataset.



OAIZIB-CM is based on the OAIZIB dataset



OAIZIB paper: Automated Segmentation of Knee Bone and Cartilage combining Statistical Shape Knowledge and Convolutional Neural Networks: Data from the Osteoarthritis Initiative



In OAIZIB-CM, tibial cartilage is split into medial and lateral tibial cartilages.

OAIZIB-CM includes CLAIR-Knee-103R, consisting of 



a template image learned from 103 MR images of subjects without radiographic OA

corresponding 5-ROI segmentation mask for cartilages and bones

corresponding 20-ROI atlas for articular cartilages



It is compulsory to cite the paper if you use the dataset



CartiMorph: A framework for automated knee articular cartilage morphometrics




For convenient dataset download in Python, please refer to the Hugging Face release of the same dataset:https://huggingface.co/datasets/YongchengYAO/OAIZIB-CM
DOI: 10.15468/dl.wj2qmw
title: Occurrence Download

description: A dataset containing 144 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epilasia hemilasia (Bunge) C.B.Clarke"
 ]
}

 The dataset includes 144 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000179-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25921/webt-rv25
title: EK60 Water Column Sonar Data Collected During RL1503
DOI: 10.15468/dl.unx7sn
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Paraguay",
 "OccurrenceStatus is Present",
 "TaxonKey is Chrysocyon brachyurus (Illiger, 1815)"
 ]
}

 The dataset includes 39 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000180-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m5hrmg
title: Occurrence Download

description: A dataset containing 239 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((94.25914 10.68177,96.20271 -7.1988,126.1332 -15.75037,138.96057 7.5721,94.25914 10.68177))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Macaca nigra (Desmarest, 1822)"
 ]
}

 The dataset includes 239 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000196-250226211154957/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.28494848
title: Genome annotation of Rhinogobio nasutus

description: Genome annotation of Rhinogobio nasutus
DOI: 10.15468/dl.4aducs
title: Occurrence Download

description: A dataset containing 142 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epilasia acrolasia (Bunge) C.B.Clarke"
 ]
}

 The dataset includes 142 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000181-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ejmy9
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lithocarpus wrayi (King) A.Camus"
 ]
}

 The dataset includes 90 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000197-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nseygh
title: Occurrence Download

description: A dataset containing 2837653 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "Year is 2014",
 "Month is July"
 ]
}

 The dataset includes 2837653 records from 544 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000186-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14475129
title: Analysis of Green Total Factor Energy Efficiency in OECD Countries Based on a Super-efficiency SBM-DEA Model (1995-2021)
DOI: 10.15468/dl.tc6yjh
title: Occurrence Download

description: A dataset containing 1882 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Fauna Atlas N.T.",
 "Geometry POLYGON((45.49809 -44.35534,222.50191 -44.35534,222.50191 26.35534,45.49809 26.35534,45.49809 -44.35534))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Crocodylia, Crocodylus porosus Schneider, 1801)",
 "Year 2020-2024"
 ]
}

 The dataset includes 1882 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070062-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/29076
title: Chandra X-ray Observatory ObsId 29076

description: Measurements of Coronal Emission in the Hyades: We need more!