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

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hydrocotyle vulgaris L.",
 "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/0200587-220831081235567/datasets/export for details.
DOI: 10.15468/dl.qsxmkb
title: Occurrence Download

description: A dataset containing 193 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is China",
 "GadmGid is CHN",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Koelreuteria paniculata Laxm."
 ]
}

 The dataset includes 193 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0175200-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d5btph
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Citrus ×depressa Hayata",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 66 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0190110-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.smfc29
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Symphoricarpos orbiculatus Moench",
 "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/0200580-220831081235567/datasets/export for details.
DOI: 10.5281/zenodo.7563995
title: Trove tag counts

description: This dataset was derived from the full harvest of Trove public tags. It contains a list of unique tags and the total number of resources in Trove each tag is attached to. It is formatted as a CSV file with the following columns: `tag` – the tag string `count` – number of resources the tag has been applied to User content added to Trove, including tags, is available for reuse under a CC-BY-NC-SA licence.
DOI: 10.15468/dl.dr437c
title: Occurrence Download

description: A dataset containing 579 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oedemera Olivier, 1789",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 579 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189186-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ke7bdv
title: Occurrence Download

description: A dataset containing 196 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hakonechloa macra (Munro) Honda",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 196 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0190113-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.7563923
title: Trove tag counts

description: This dataset was derived from the full harvest of Trove public tags. It contains a list of unique tags and the total number of resources in Trove each tag is attached to. It is formatted as a CSV file with the following columns: `tag` – the tag string `count` – number of resources the tag has been applied to User content added to Trove, including tags, is available for reuse under a CC-BY-NC licence.
DOI: 10.15468/dl.r8gskr
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "GadmGid is BRA.25.447_2",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 1992-2022"
 ]
}

 The dataset includes 20 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242519-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1594/pangaea.967485
title: Geochemical data for SOB14-A-21, a Lena Delta 1st terrace exposure

description: The Holocene delta deposit (1st terrace) exposure SOB14-A-21 (72.53671°N, 127.98945°E) was sampled on 17 August 2014 North of Sobo-Sise Island in the Lena Delta during the framework of the joint Russian-German Expedition LENA 2014. The surface (top) of the exposure was characterized by mosses and sedges. The exposure itself was predominately sandy with few organic remnants. The top organic layer is thin (1.5 cm) and the active layer depth could not be determined exactly. However, the top 170 cm of the exposure were unfrozen although the thaw front might not only be from the top down but also horizontally due to the nature of the exposure. The exposure was first cleaned with a spade and then sampled with a knife and a hole saw from top to bottom. The entire exposure had a depth of 605 cm whereof the bottom 35 cm consisted of ice. Every 25 cm a sample was collected resulting in 22 samples (20 sediment samples and 2 ice samples). The samples were kept cool during the transport and later analyzed in the laboratory for bulk density, total organic carbon, and total nitrogen with a Vario EL III Elemental Analyzer. Prior to analysis, samples were freeze-dried, homogenized, and ground before measuring the samples with the elemental analyzer. The ice samples were not analyzed.
description: Some cells were left empty. This means that this data was not collected or it was not possible to calculate this value.
DOI: 10.15468/dl.nrjebk
title: Occurrence Download

description: A dataset containing 4089 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-77.45493 8.72395,-78.49409 7.98228,-77.67704 6.6999,-77.4827 5.84044,-76.32851 5.97852,-76.30471 6.17177,-76.36024 6.4162,-76.35627 6.59747,-76.38007 6.80231,-76.4713 7.03068,-76.46733 7.12121,-76.40387 7.18811,-76.30868 7.20779,-76.34438 7.28648,-76.3999 7.33369,-76.46336 7.43596,-76.51096 7.51854,-76.54269 7.66401,-76.49906 7.82121,-76.46336 7.93122,-76.43957 8.08047,-76.82826 8.22574,-77.18919 8.53965,-77.45493 8.72395))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Reptilia"
 ]
}

 The dataset includes 4089 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0175189-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10975444
title: Railway tram curving noise datasets

description: This dataset is part of the data descriptor. The data are collected by recording the noise generated by the trams at the center of the curve alignment when the trams traverse along the curve alignment. The comprehensive dataset and analysis contribute valuable insights into tram curve noise, aiding urban planning and noise mitigation efforts.

Note:

Datasets: datasets.csv and wav_files.zip

Python code: curve_noise.py

Algorithm: curve_noise.ipynb
DOI: 10.5281/zenodo.11540120
title: Railway tram curving noise datasets

description: This dataset is part of the data descriptor. The data are collected by recording the noise generated by the trams at the center of the curve alignment when the trams traverse along the curve alignment. The comprehensive dataset and analysis contribute valuable insights into tram curve noise, aiding urban planning and noise mitigation efforts.

Note:

Datasets: datasets.csv and wav_files.zip

Python code: curve_noise.py

Algorithm: curve_noise.ipynb
DOI: 10.15468/dl.qm8fgf
title: Occurrence Download

description: A dataset containing 379 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhododendron keiskei Miq.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 379 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0190116-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8pkkw3
title: Occurrence Download

description: A dataset containing 62437 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "Geometry POLYGON((-5.22103 36.1873,-3.66391 36.1873,-3.66391 37.33708,-5.22103 37.33708,-5.22103 36.1873))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 62437 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242538-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g4bb28
title: Occurrence Download

description: A dataset containing 609 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)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Enneapogon scaber"
 ]
}

 The dataset includes 609 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013385-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qbkwjm
title: Occurrence Download

description: A dataset containing 266 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "DatasetKey is MSB Mammal Collection (Arctos)",
 "TaxonKey is Lontra canadensis"
 ]
}

 The dataset includes 266 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013386-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kc4sbc
title: Occurrence Download

description: A dataset containing 404 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudarthria viscida",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 404 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013387-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.szdnp7
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heppia lutosa",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013388-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bgt7zd
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melanosternarchus amaru",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013389-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wq2udt
title: Occurrence Download

description: A dataset containing 808 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aristida riparia",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 808 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013390-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18537529
title: GWAS summary statistics and PRS associated with manuscript "A large-scale genome-wide association meta-analysis for nevus count provides direct insights into the genetics of melanoma"

description: This repository contains 





Genome-wide association study (GWAS) summary statistics for nevus count integrating 11 GWASs used in a previously published nevus meta-analysis (Duffy et al. 2020) and 3 new GWASs (QSkin phase I using sample size weighted method in METAL, QSkin phase II and AGDS

Sex-stratified GWAS meta-analysis integrating QSkin phase I, QSkin phase II and AGDS using inverse variance weighted method in METAL

PRS weights generated from nevus GWAS meta-analysis excluding QSkin phase II using SBayesRC method
DOI: 10.5281/zenodo.18537530
title: GWAS summary statistics and PRS associated with manuscript "A large-scale genome-wide association meta-analysis for nevus count provides direct insights into the genetics of melanoma"

description: This repository contains 





Genome-wide association study (GWAS) summary statistics for nevus count integrating 11 GWASs used in a previously published nevus meta-analysis (Duffy et al. 2020) and 3 new GWASs (QSkin phase I using sample size weighted method in METAL, QSkin phase II and AGDS

Sex-stratified GWAS meta-analysis integrating QSkin phase I, QSkin phase II and AGDS using inverse variance weighted method in METAL

PRS weights generated from nevus GWAS meta-analysis excluding QSkin phase II using SBayesRC method
DOI: 10.15468/dl.httett
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heppia adglutinata",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013391-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.arkuh9
title: Occurrence Download

description: A dataset containing 13429 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhynchosia minima",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 13429 records from 371 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013392-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yffnhe
title: Occurrence Download

description: A dataset containing 506 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)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Enneapogon scoparius"
 ]
}

 The dataset includes 506 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013393-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bf3qma
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orthosternarchus tamandua",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 58 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013394-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18626651
title: Delegated Action & Responsibility 2026 (Dataset, n = 344)

description: This dataset is part of the Human Clarity Institute’s AI–Human Experience 2025–2026 data series. It examines delegated digital action and responsibility attribution in AI-mediated environments, including comfort with AI delegation, monitoring behaviour, intervention thresholds, and perceived responsibility for negative outcomes.

The dataset includes:• validated 1–7 Likert-scale items• agency and decision-intervention threshold measures• behavioural monitoring and responsibility attribution indicators• multi-select variables stored as canonical semicolon-delimited snake_case tokens• open-text reflections with minimal safe cleaning (trim + newline removal only)• demographic variables across six English-speaking countries• digital life exposure (daily hours online) and AI-tool usage frequency

Data were collected on 2026-02-11 via Prolific from adults in the UK, US, Australia, Canada, New Zealand, and Ireland.All data were cleaned, anonymised, and processed under the Human Clarity Institute’s machine-readable dataset protocol, which includes:

• canonical snake_case variable naming• validated numeric ranges• standardised multi-select formats• minimal safe text cleaning• full alignment with the accompanying data dictionary• removal of Prolific IDs and timestamps• SHA-256 checksums for all files

This dataset contributes to understanding how individuals delegate decision authority to AI systems, monitor automated outputs, and assign responsibility when outcomes are uncertain or negative, supporting longitudinal tracking of agency calibration and responsibility perception in the evolving cognitive relationship between humans and AI in everyday life.
DOI: 10.5281/zenodo.18626641
title: Delegated Action & Responsibility 2026 (Dataset, n = 344)

description: This dataset is part of the Human Clarity Institute’s AI–Human Experience 2025–2026 data series. It examines delegated digital action and responsibility attribution in AI-mediated environments, including comfort with AI delegation, monitoring behaviour, intervention thresholds, and perceived responsibility for negative outcomes.

The dataset includes:• validated 1–7 Likert-scale items• agency and decision-intervention threshold measures• behavioural monitoring and responsibility attribution indicators• multi-select variables stored as canonical semicolon-delimited snake_case tokens• open-text reflections with minimal safe cleaning (trim + newline removal only)• demographic variables across six English-speaking countries• digital life exposure (daily hours online) and AI-tool usage frequency

Data were collected on 2026-02-11 via Prolific from adults in the UK, US, Australia, Canada, New Zealand, and Ireland.All data were cleaned, anonymised, and processed under the Human Clarity Institute’s machine-readable dataset protocol, which includes:

• canonical snake_case variable naming• validated numeric ranges• standardised multi-select formats• minimal safe text cleaning• full alignment with the accompanying data dictionary• removal of Prolific IDs and timestamps• SHA-256 checksums for all files

This dataset contributes to understanding how individuals delegate decision authority to AI systems, monitor automated outputs, and assign responsibility when outcomes are uncertain or negative, supporting longitudinal tracking of agency calibration and responsibility perception in the evolving cognitive relationship between humans and AI in everyday life.
DOI: 10.7295/w9cil57534
title: CIL:57534, Drosophila melanogaster, S2* Cells
DOI: 10.15468/dl.vrj7nk
title: Occurrence Download

description: A dataset containing 401 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bauhinia dumosa",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 401 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013396-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9qhshd
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Wadeana minuta",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 29 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013397-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qaads2
title: Occurrence Download

description: A dataset containing 561 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((99.84583 28.96034,112.02084 28.85716,112.17561 33.75812,99.79424 33.75812,99.84583 28.96034))",
 "HasGeospatialIssue is false",
 "TaxonKey is Bidens pilosa"
 ]
}

 The dataset includes 561 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013398-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18626566
title: MolAtlas dataset

description: Molecular property dataset calculated for MolAtlas

This dataset contains molecular properties in GDB calculated for constructing the MolAtlas, a visualization framework for molecular property distributions. 

Detailed descriptions of the computational methods and dataset construction can be found in the following paper and repository:

MolAtlas: a visualization framework for molecular property distributions to guide functional molecule development.ChemRxiv, 27 August 2025.DOI: https://doi.org/10.26434/chemrxiv-2025-lm0fz

GitHub repository:https://github.com/molecule-generator-collection/MolAtlas

Data contents and usage

The dataset is provided as Python pickle files and can be used as follows:



import pandas as pdmolatlas_df = pd.read_pickle("GDB_wFL_df_curated.pkl")molatlas_df.head()


The column names in the dataset foundamentally correspond to the property labels defined in the paper.