cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.mhgp7w
title: Occurrence Download

description: A dataset containing 2488 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phocoena phocoena relicta"
 ]
}

 The dataset includes 2488 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024553-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j3ubq5
title: Occurrence Download

description: A dataset containing 4736 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pterocles gutturalis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 4736 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024555-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vee3q9
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scotomanes ornatus",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 17 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024556-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16317856
title: sffgsdhtdygr
DOI: 10.5281/zenodo.10968608
title: KDPII DATASET REVISED

description: KDPII: A New Korean Dialogic Dataset for the Deidentification of Personally Identifiable Information

The rapid growth of social media in the era of big data and artificial intelligence has raised significant safety concerns related to the communication of sensitive personal information. In modern society, awareness of the importance of preserving privacy is growing, so there is a rising advocacy for adopting language modeling technology to mitigate the risk of personal information leakage and to deidentify sensitive information depending on the situation. Thus far, several theoretical analyses of privacy protection in Korea have been conducted. However, the technical development of language model training resources for Korean has been slower than those of widely spoken languages such as English and Chinese. To address this problem, we developed a comprehensive and organized framework for classifying Korean personally identifiable information (PII) by investigating pertinent examples, such as “Text Anonymization Benchmark” and “Network Intrusion Detection Dataset,” from within and outside Korea. Subsequently, we created a new Korean dataset for PII deidentification, KDPII, which consists of many conversational texts incorporating plentiful Korean PII. Based on this, we examined the Korean PII processing performances of many representative language models that are available on the market. Finally, we found that although the performance of language models in identifying PII varied by model size, model architecture, and training source, most of them were significantly better at recognizing universal PII than language-specific PII, which indicates a prospective direction of expanding training data for implementing Korean-specific PII deidentification in the future.
description: "KDPII DATASET REVISED" is an integrated and revised version of the original dataset. There are no split train/dev/test subdatasets in this version. Instead, some equivocal entities have been reassessed for the sake of a better identification performance through LLMs.
DOI: 10.5281/zenodo.16759166
title: KDPII DATASET REVISED

description: KDPII: A New Korean Dialogic Dataset for the Deidentification of Personally Identifiable Information

The rapid growth of social media in the era of big data and artificial intelligence has raised significant safety concerns related to the communication of sensitive personal information. In modern society, awareness of the importance of preserving privacy is growing, so there is a rising advocacy for adopting language modeling technology to mitigate the risk of personal information leakage and to deidentify sensitive information depending on the situation. Thus far, several theoretical analyses of privacy protection in Korea have been conducted. However, the technical development of language model training resources for Korean has been slower than those of widely spoken languages such as English and Chinese. To address this problem, we developed a comprehensive and organized framework for classifying Korean personally identifiable information (PII) by investigating pertinent examples, such as “Text Anonymization Benchmark” and “Network Intrusion Detection Dataset,” from within and outside Korea. Subsequently, we created a new Korean dataset for PII deidentification, KDPII, which consists of many conversational texts incorporating plentiful Korean PII. Based on this, we examined the Korean PII processing performances of many representative language models that are available on the market. Finally, we found that although the performance of language models in identifying PII varied by model size, model architecture, and training source, most of them were significantly better at recognizing universal PII than language-specific PII, which indicates a prospective direction of expanding training data for implementing Korean-specific PII deidentification in the future.
description: "KDPII DATASET REVISED" is an integrated and revised version of the original dataset. There are no split train/dev/test subdatasets in this version. Instead, some equivocal entities have been reassessed for the sake of a better identification performance through LLMs.
DOI: 10.15468/dl.dq547p
title: Occurrence Download

description: A dataset containing 5061 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pterocles indicus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 5061 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024557-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57967/hf/6167
title: VerbalVerse_of_Podcast
DOI: 10.17632/mp96xyxx52
title: Art and Mental Health questionnaires

description: Background: Psychological conditions, including depression, are common among the aged in Africa and Ghana, where the traditional care systems have been transformed by modernization and globalization, and there is a lack of public welfare systems. Research shows that a significant number of older Ghanaians, particularly women, suffer from mental health issues, yet few have access to treatment. The limited treatment options available are mostly biological or medical, with little to no alternative therapies like art therapy. This pilot study was designed to address this gap and explore the impact of art therapy on the mental health of older Ghanaians.
Methods: 10 women aged between 60 and 90 who receive financial, material, and emotional support from the Central Destitute Infirmary were recruited to participate in this quasi-experiment. The Patient Health Questionnaire (PHQ9), Generalised Anxiety Scale (GAD7), and the Subjective Happiness Scale were administered at baseline. The participants were then taken through various three-hour weekly art therapy sessions for four weeks, and the questionnaires were re-administered in the second and fourth weeks of the intervention as well as one month after the intervention.
Results: Results indicated that there were depressive and anxiety symptoms among the population, and the art therapy interventions led to a significant reduction in these symptoms and improved subjective happiness among the participants
DOI: 10.17632/mp96xyxx52.1
title: Art and Mental Health questionnaires

description: Background: Psychological conditions, including depression, are common among the aged in Africa and Ghana, where the traditional care systems have been transformed by modernization and globalization, and there is a lack of public welfare systems. Research shows that a significant number of older Ghanaians, particularly women, suffer from mental health issues, yet few have access to treatment. The limited treatment options available are mostly biological or medical, with little to no alternative therapies like art therapy. This pilot study was designed to address this gap and explore the impact of art therapy on the mental health of older Ghanaians.
Methods: 10 women aged between 60 and 90 who receive financial, material, and emotional support from the Central Destitute Infirmary were recruited to participate in this quasi-experiment. The Patient Health Questionnaire (PHQ9), Generalised Anxiety Scale (GAD7), and the Subjective Happiness Scale were administered at baseline. The participants were then taken through various three-hour weekly art therapy sessions for four weeks, and the questionnaires were re-administered in the second and fourth weeks of the intervention as well as one month after the intervention.
Results: Results indicated that there were depressive and anxiety symptoms among the population, and the art therapy interventions led to a significant reduction in these symptoms and improved subjective happiness among the participants
DOI: 10.15468/dl.zt85zx
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Micropterus dolomieu",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 20 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080942-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/pv26ctbkbf
title: Government procurement and corporate investment Evidence from China's A-share listed companies

description: Government procurement and corporate investment Evidence from China's A-share listed companies
DOI: 10.17632/pv26ctbkbf.5
title: Government procurement and corporate investment Evidence from China's A-share listed companies

description: Government procurement and corporate investment Evidence from China's A-share listed companies
DOI: 10.15468/dl.2ycmep
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pinus culminicola",
 "Year 2000-2025"
 ]
}

 The dataset includes 102 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080943-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/j7sd5223vh.1
title: DST discharge dataset for lithium batteries with different levels of aging

description: Under various levels of aging, DST discharge conditions were applied, and voltage and current data were collected to assess the adaptability and effectiveness of the method across different aging conditions.
DOI: 10.17632/k5bg2d8z8r
title: Cultural Survey Greece

description: Survey on Cultural Participation and Needs in Greece. The dataset is available both in English and in Greek.
DOI: 10.17632/k5bg2d8z8r.2
title: Cultural Survey Greece

description: Survey on Cultural Participation and Needs in Greece. The dataset is available both in English and in Greek.
DOI: 10.15468/dl.pey2ga
title: Occurrence Download

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

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080944-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qczhmu
title: Occurrence Download

description: A dataset containing 105542 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dehalococcoidia"
 ]
}

 The dataset includes 105542 records from 715 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011254-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.al0i43
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086073-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x7nra5
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation, Living Specimen)",
 "Country is Philippines",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Piper betle L."
 ]
}

 The dataset includes 78 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013092-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6gwwih
title: Occurrence Download

description: A dataset containing 282352899 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "Year 1960-2018",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 282352899 records from 363 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011421-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5g7ab
title: Occurrence Download

description: A dataset containing 1119669959 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "OccurrenceStatus is Present",
 "Year 2010-2022"
 ]
}

 The dataset includes 1119669959 records from 6006 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125597-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ttys2
title: Occurrence Download

description: A dataset containing 2457 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Gamblea C.B.Clarke"
 ]
}

 The dataset includes 2457 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001196-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/2nk-mq6-kcb
title: Chordata

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/elb-rre-ze5
title: Miniacina miniacea (Pallas, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/259-lh4-lh4
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a0j-zyc-c1e
title: Cassidulina carinata Silvestri, 1896

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lwd-pp5-39w
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3e8-yam-bwf
title: Pseudopus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m57-bnt-d55
title: †Elphidium laeve (d'Orbigny in Parker, Jones & Brady, 1865)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3zk-382-bph
title: Dryomys Thomas, 1906

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0p3-mfx-kp1
title: Latonia Meyer, 1843

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ekw-7ed-0fx
title: Lamellodiscorbis dimidiatus (Jones & Parker, 1862)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ytd-0x4-yzw
title: Apodemus sylvaticus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6aj-rjl-wcd
title: Cytheridea (Cytheridea) Bosquet, 1852

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zex-3zg-kcd
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jya-1x7-gz8
title: Cytheridea (Cytheridea) Bosquet, 1852

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m3a-190-wmy
title: Apodemus sylvaticus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/txd-vfr-bar
title: Amphibia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hmq-08q-xj8
title: Chordata

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.nw9tkw
title: Occurrence Download

description: A dataset containing 187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-89.1573 37.27654,-89.15718 37.28805,-89.2451 37.24888,-89.23822 37.22675,-89.1573 37.27654))",
 "OccurrenceStatus is Present",
 "Year is 2023"
 ]
}

 The dataset includes 187 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008573-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17582838
title: CTC panels
DOI: 10.5281/zenodo.17582837
title: CTC panels
DOI: 10.15468/dl.uktaw3
title: Occurrence Download

description: A dataset containing 7519 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Argasidae)"
 ]
}

 The dataset includes 7519 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027250-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.22033/esgf/cmip6.8578
title: NOAA-GFDL GFDL-ESM4 model output prepared for CMIP6 AerChemMIP hist-piNTCF

description: Coupled Model Intercomparison Project Phase 6 (CMIP6) datasets: These data include all datasets published for 'CMIP6.AerChemMIP.NOAA-GFDL.GFDL-ESM4.hist-piNTCF' with the full Data Reference Syntax following the template 'mip_era.activity_id.institution_id.source_id.experiment_id.member_id.table_id.variable_id.grid_label.version'.
 
 The GFDL-ESM4 climate model, released in 2018, includes the following components:
 aerosol: interactive, atmos: GFDL-AM4.1 (Cubed-sphere (c96) - 1 degree nominal horizontal resolution; 360 x 180 longitude/latitude; 49 levels; top level 1 Pa), atmosChem: GFDL-ATMCHEM4.1 (full atmospheric chemistry), land: GFDL-LM4.1, landIce: GFDL-LM4.1, ocean: GFDL-OM4p5 (GFDL-MOM6, tripolar - nominal 0.5 deg; 720 x 576 longitude/latitude; 75 levels; top grid cell 0-2 m), ocnBgchem: GFDL-COBALTv2, seaIce: GFDL-SIM4p5 (GFDL-SIS2.0, tripolar - nominal 0.5 deg; 720 x 576 longitude/latitude; 5 layers; 5 thickness categories). 
The model was run by the National Oceanic and Atmospheric Administration, Geophysical Fluid Dynamics Laboratory, Princeton, NJ 08540, USA (NOAA-GFDL) in native nominal resolutions: aerosol: 100 km, atmos: 100 km, atmosChem: 100 km, land: 100 km, landIce: 100 km, ocean: 50 km, ocnBgchem: 50 km, seaIce: 50 km. 

Project: These data have been generated as part of the internationally-coordinated Coupled Model Intercomparison Project Phase 6 (CMIP6; see also GMD Special Issue: http://www.geosci-model-dev.net/special_issue590.html). The simulation data provides a basis for climate research designed to answer fundamental science questions and serves as resource for authors of the Sixth Assessment Report of the Intergovernmental Panel on Climate Change (IPCC-AR6).

CMIP6 is a project coordinated by the Working Group on Coupled Modelling (WGCM) as part of the World Climate Research Programme (WCRP). Phase 6 builds on previous phases executed under the leadership of the Program for Climate Model Diagnosis and Intercomparison (PCMDI) and relies on the Earth System Grid Federation (ESGF) and the Centre for Environmental Data Analysis (CEDA) along with numerous related activities for implementation. The original data is hosted and partially replicated on a federated collection of data nodes, and most of the data relied on by the IPCC is being archived for long-term preservation at the IPCC Data Distribution Centre (IPCC DDC) hosted by the German Climate Computing Center (DKRZ).

The project includes simulations from about 120 global climate models and around 45 institutions and organizations worldwide. - Project website: https://pcmdi.llnl.gov/CMIP6.