cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.5fhy65
title: Occurrence Download

description: A dataset listing the 908 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Waarnemingen.be - Non-native animal occurrences in Flanders and the Brussels Capital Region, Belgium"
 ]
}

 The dataset's 908 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019160-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14830991
title: Single-frequency Dy:ZBLAN fiber laser tunable in the wavelength range from 2.925 to 3.250 um

description: Relative intensity noise measurements
DOI: 10.5281/zenodo.14830992
title: Single-frequency Dy:ZBLAN fiber laser tunable in the wavelength range from 2.925 to 3.250 um

description: Relative intensity noise measurements
DOI: 10.5281/zenodo.14791026
title: Copilot's responses, January 2025

description: The dataset includes 50 pre-designed prompts and responces provided by the chatbot Copilot for the paper titled: "Copilot in Service: Exploring the Potential of the Large Language Model-Based Chatbots for Fostering Evaluation Culture in Preventing and Countering Violent Extremism". The prompts were inputted on 16- 17 January 2025. The orange boxes display the prompts. The Copilot's responces are provided below the orange boxes. All the responces were directly copied/pasted from the chat.
DOI: 10.5281/zenodo.14790932
title: Copilot's responses, January 2025

description: The dataset includes 50 pre-designed prompts and responces provided by the chatbot Copilot for the paper titled: "Copilot in Service: Exploring the Potential of the Large Language Model-Based Chatbots for Fostering Evaluation Culture in Preventing and Countering Violent Extremism". The prompts were inputted on 16- 17 January 2025. The orange boxes display the prompts. The Copilot's responces are provided below the orange boxes. All the responces were directly copied/pasted from the chat.
DOI: 10.15468/dl.usswmv
title: Occurrence Download

description: A dataset containing 36836 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "TaxonKey is Rhinella marina (Linnaeus, 1758)"
 ]
}

 The dataset includes 36836 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019167-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21943/auas.28016189
title: Dataset & Syntax of the ProMIO 2.0 study

description: This dataset and syntax belongs to the ProMIO 2.0 study. The study was conducted between May 2022 and July 2023. Research protocol: DOI 10.21943/auas.28016291.Added are two files. The SAV file contains the data in a broad data structure. The syntax can be run in SPSS after referring to the correct file storage of the dataset. Access to the dataset can be requested from the first author (e.j.m.biersteker@hva.nl) with a valid justification.
DOI: 10.21943/auas.28016189.v1
title: Dataset & Syntax of the ProMIO 2.0 study

description: This dataset and syntax belongs to the ProMIO 2.0 study. The study was conducted between May 2022 and July 2023. Research protocol: DOI 10.21943/auas.28016291.Added are two files. The SAV file contains the data in a broad data structure. The syntax can be run in SPSS after referring to the correct file storage of the dataset. Access to the dataset can be requested from the first author (e.j.m.biersteker@hva.nl) with a valid justification.
DOI: 10.15468/dl.vybjha
title: Occurrence Download

description: A dataset containing 463 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scorzoneroides pyrenaica subsp. cantabrica (Widder) Carlón, M.Laínz, Moreno Mor., Rodr.Berd. & Ó.Sánchez"
 ]
}

 The dataset includes 463 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019168-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57680/asep.0615014
title: Dataset-PILs-Sensors ACS-Omega

description: Abstract: we investigate the interactions between five representative gaseous analytes and two poly(ionic liquid)s (PILs) based on the sulfopropylacrylate polyanion in combination with the alkylphosphonium cations, P4,4,4,4 and P4,4,4,8, and their nanocomposites with fullerenes (C60, C70) to reveal the potential of PILs as sensitive layers for gas sensors. The gaseous analytes were chosen based on their molecular size (all of them containing two carbon atoms) and variation of functional groups: alcohol (ethanol), nitrile (acetonitrile), aldehyde (acetaldehyde), halogenated alkane (bromoethane) and carboxylic acid (acetic acid). The six variations of PILs - P4,4,4,4SPA (1), P4,4,4,4SPA+C60 (1+C60), P4,4,4,4SPA+C70 (1+C70), and P4,4,4,8SPA (2), P4,4,4,8SPA+C60 (2+C60), P4,4,4,8SPA+C70 (2+C70) - were characterized by UV-Vis and Raman spectroscopy, and their interactions with each gaseous analyte were studied using electrochemical impedance spectroscopy. Exposure of all PIL samples to acetaldehyde, bromoethane and ethanol leads to a decrease in the diffusion coefficient, while exposure to acetic acid reveals an increase. Fullerene-doping significantly enhances the response to the analyte. Semi-empirical quantum mechanical xTB-GFN2 calculations revealed that hydrogen bonding and proton transfer events play an important role during the detection process.\n\nData: Figures (as png, jpg or tif files), tables (as csv files)\nReadme.txt (Title, Authors, Affiliations, Abstract, DOI, data description)
DOI: 10.6084/m9.figshare.28367618
title: Questionnaire Data.xlsx

description: The participants in this study were graphic design students from a university. Researchers organized the students to test the ChtAR APP prototype and complete a user engagement questionnaire. Finally, descriptive statistical analysis and multiple linear regression analysis of 112 valid questionnaires showed that the ChtAR design pattern significantly enhances user engagement.
DOI: 10.5281/zenodo.14793534
title: Analyzing the concentration-dependent Soret coefficient minimum in salt solutions: An overview

description: The excel file contains all data, which are displayed in the following publication:

Rudani, B. A.; Briels, W. J.; Wiegand, S. Analyzing the concentration-dependent Soret coefficient minimum in salt solutions: An overview. Phys Chem Chem Phys 2025. DOI: 10.1039/D4CP04477K.
DOI: 10.15468/dl.tms7rm
title: Occurrence Download

description: A dataset containing 165 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Victrix umovii (Eversmann, 1846)"
 ]
}

 The dataset includes 165 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019169-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q8pbyz
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xiphydria annulitibia Takeuchi, 1936",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0221938-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pt5y7a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nycteridopsylla nipopo Sakaguti & Jameson, 1959",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0216145-220831081235567/datasets/export for details.
DOI: 10.15468/dl.ya83wh
title: Occurrence Download

description: A dataset containing 6264 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Machaeropterus pyrocephalus (P.L.Sclater, 1852)"
 ]
}

 The dataset includes 6264 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246465-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dxzrgt
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "OccurrenceStatus is Present",
 "TaxonKey is Ixodes ricinus Linnaeus, 1758"
 ]
}

 The dataset's 1 records were derived from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0216146-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h238bw
title: Occurrence Download

description: A dataset containing 200450 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "GadmGid is one of (COL.14_2, COL.29_2, COL.4_2, COL.12_2, COL.6_2, COL.20_2, COL.19_2)",
 "TaxonKey is Insecta",
 "Year 1000-2020"
 ]
}

 The dataset includes 200450 records from 214 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246474-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6pwfpv
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rheumaptera albiplaga (Oberthür, 1886)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0221889-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s6x68d
title: Occurrence Download

description: A dataset containing 15665 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "TaxonKey is Picea A.Dietr."
 ]
}

 The dataset includes 15665 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0258133-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2dvuek
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Andrena omogensis Hirashima, 1953",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0224123-220831081235567/datasets/export for details.
DOI: 10.15468/dl.qa5kfv
title: Occurrence Download

description: A dataset containing 924700 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Royal Botanic Gardens, Kew - Herbarium Specimens"
 ]
}

 The dataset includes 924700 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003484-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9z9zh7
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pabulatrix pabulatricula (Brahm, 1791)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0224128-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11065071
title: HZDR_JRQ_KJc_14_20220314

description: Fractesus project. Fracture test mini-CT. Raw data JRQ. HZDR.
DOI: 10.5281/zenodo.11065072
title: HZDR_JRQ_KJc_14_20220314

description: Fractesus project. Fracture test mini-CT. Raw data JRQ. HZDR.
DOI: 10.15468/dl.f349t8
title: Occurrence Download

description: A dataset containing 1010 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lamium moschatum Mill."
 ]
}

 The dataset includes 1010 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003485-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j4kaf8
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gongylidioides communis Saito & Ono, 2001",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 89 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0224995-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uw5nqv
title: Occurrence Download

description: A dataset containing 62716415 species occurrences available in GBIF matching the query:
{
 "Continent" : [
 "is Africa"
 ]
}

 The dataset includes 62716415 records from 6162 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0258123-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n67yed
title: Occurrence Download

description: A dataset containing 323 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Wedelia trilobata",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 323 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022666-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8k4tqn
title: Occurrence Download

description: A dataset containing 187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Koenigia cathayana"
 ]
}

 The dataset includes 187 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022665-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hpuzsk
title: Occurrence Download

description: A dataset containing 4486 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Poecile gambeli"
 ]
}

 The dataset includes 4486 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022660-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b9h6vq
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stellaria parva",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022670-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c84zw8
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022668-250920141307145/datasets/export for details.
DOI: 10.15468/dl.g7h29c
title: Occurrence Download

description: A dataset containing 422 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bird occurences across Namibia in 2023"
 ]
}

 The dataset includes 422 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022672-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w536b3
title: Occurrence Download

description: A dataset containing 4997 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Youngia japonica",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4997 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022673-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17213040
title: Anonymized raw data underlying the study on group CBT and oxytocin in adolescents with ASD traits

description: This dataset contains anonymized raw data from a pilot study examining the effects of group cognitive-behavioral therapy (CBT) on hostile attribution bias, social functioning, quality of life (QOL), and salivary oxytocin reactivity in adolescents with autism spectrum disorder (ASD) traits. The dataset includes participant ID, demographic variables (age, sex), psychological measures (AIHQ, SRS-2, QOL), and salivary oxytocin concentrations across four time points (sessions 1 and 8, pre- and post-session). All data have been fully anonymized and can be reused for secondary analysis. Please cite this dataset using the provided DOI when used in research.
DOI: 10.5281/zenodo.17213041
title: Anonymized raw data underlying the study on group CBT and oxytocin in adolescents with ASD traits

description: This dataset contains anonymized raw data from a pilot study examining the effects of group cognitive-behavioral therapy (CBT) on hostile attribution bias, social functioning, quality of life (QOL), and salivary oxytocin reactivity in adolescents with autism spectrum disorder (ASD) traits. The dataset includes participant ID, demographic variables (age, sex), psychological measures (AIHQ, SRS-2, QOL), and salivary oxytocin concentrations across four time points (sessions 1 and 8, pre- and post-session). All data have been fully anonymized and can be reused for secondary analysis. Please cite this dataset using the provided DOI when used in research.
DOI: 10.34740/kaggle/dsv/13187022
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.6084/m9.figshare.30225484.v1
title: <b>Drought Study – Index Values for the Region</b>

description: Drought Vulnerability Assessment Index Values for the RLBs/ULBs in Ramanathapuram District, Tamil Nadu. This dataset provides block- and town/village-level index values for climate, soil, water, local economy, and socio-economic conditions. The data were used to assess drought vulnerability in the region.
DOI: 10.5281/zenodo.17213018
title: HZAU-China: Ab-Bind

description: This record contains the dataset used in our iGEM project on antibody mutation effect prediction. Our goal is to develop a transferable machine-learning pipeline to evaluate the impact of single mutations on the binding affinity and structural quality of VHH nanobodies targeting VEGF165.

The dataset uploaded here (“AbBind.csv”) is derived from the publicly available AB-Bind benchmark of antibody–antigen binding free-energy changes (Sirin S. et al., Protein Science 2016;25:393–409; doi:10.1002/pro.2829). It consists of curated single-mutation entries with measured ΔΔG values and associated structural information for conventional antibodies (heavy + light chains). This curated file was cleaned and reformatted for use in our pipeline but the underlying numerical values remain identical to the original AB-Bind dataset.

We used these data to train a low-rank bilinear energy model with ESM-1b sequence embeddings for ΔΔG prediction, and a parallel random-forest model with MolProbity Clashscore as labels for structural quality prediction. During inference, we adapted the models to our VEGF165 VHH nanobody, which contains two highly homologous heavy-chain segments and lacks a light chain, by zeroing the light-chain input and feeding only the first heavy-chain segment.

The full description of our project, methods, and results is available on our iGEM wiki page:https://2025.igem.wiki/hzau-china/index.html
DOI: 10.5281/zenodo.17213019
title: HZAU-China: Ab-Bind

description: This record contains the dataset used in our iGEM project on antibody mutation effect prediction. Our goal is to develop a transferable machine-learning pipeline to evaluate the impact of single mutations on the binding affinity and structural quality of VHH nanobodies targeting VEGF165.

The dataset uploaded here (“AbBind.csv”) is derived from the publicly available AB-Bind benchmark of antibody–antigen binding free-energy changes (Sirin S. et al., Protein Science 2016;25:393–409; doi:10.1002/pro.2829). It consists of curated single-mutation entries with measured ΔΔG values and associated structural information for conventional antibodies (heavy + light chains). This curated file was cleaned and reformatted for use in our pipeline but the underlying numerical values remain identical to the original AB-Bind dataset.

We used these data to train a low-rank bilinear energy model with ESM-1b sequence embeddings for ΔΔG prediction, and a parallel random-forest model with MolProbity Clashscore as labels for structural quality prediction. During inference, we adapted the models to our VEGF165 VHH nanobody, which contains two highly homologous heavy-chain segments and lacks a light chain, by zeroing the light-chain input and feeding only the first heavy-chain segment.

The full description of our project, methods, and results is available on our iGEM wiki page:https://2025.igem.wiki/hzau-china/index.html
DOI: 10.15468/dl.ksywp5
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trigastrotheca pentaphylla",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022674-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vtwwhs
title: Occurrence Download

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

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022675-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.