cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17705734
title: Human Values, Purpose & Meaning 2025 Dataset

description: This dataset is part of the Human Clarity Institute’s AI–Human Experience Data Series, examining how adults understand their personal values, sense of meaning, life direction, fulfilment, behaviour alignment, wellbeing, and how these aspects interact with digital and AI-mediated environments.

The dataset includes:• validated 1–7 Likert-scale measures of values clarity, meaning, fulfilment, and self-direction• indicators of behaviour alignment vs misalignment with personal values• measures of emotional wellbeing across five OECD countries• assessments of digital/AI influence on personal values and self-trust• multi-select categories identifying areas of life least aligned with values• open-text reflections on meaning, purpose, values, and alignment• demographic variables including age group, gender, country, education, employment, and AI-tool frequency

Data were collected via Prolific on 25 November 2025 across adults from the UK, US, Australia, New Zealand, Ireland, and Canada. All data were cleaned, anonymised, and verified according to the Human Clarity Institute’s open-data publication protocol.

This dataset supports deeper understanding of how people form, interpret, and live by their personal values in a rapidly evolving digital environment, and contributes foundational data for longitudinal tracking of human meaning, fulfilment, and values alignment in the age of AI.
DOI: 10.15468/dl.xg8u55
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Marssonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 40 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026417-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26m6xx
title: Occurrence Download

description: A dataset containing 1178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mimosa pigra"
 ]
}

 The dataset includes 1178 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026415-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10719603
title: Ethereum Knowledge Graph

description: This dataset represents a knowledge graph of the Ethereum blockchain, focused on a specific range of blocks, from the block 17540218 to the block 17542825. This dataset includes 2,608 blocks, 8,283 ABI contracts, and 36,047 contracts.
DOI: 10.5281/zenodo.17797524
title: Ethereum Knowledge Graph

description: This dataset represents a knowledge graph of the Ethereum blockchain, focused on a specific range of blocks, from the block 17540218 to the block 17542825. This dataset includes 2,608 blocks, 8,283 ABI contracts, and 36,047 contracts.
DOI: 10.15468/dl.6yuha7
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mimosa berlandieri"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026418-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/6gkr-vw31
title: Dissolved oxygen time-series in Cockburn Sound WA

description: This collection consists of dissolved oxygen and temperature in-situ sensor data collected 0.4 m above the seabed at a shallow (~21 m) site in a semi-enclosed coastal embayment called Cockburn Sound in Western Australia, during nine separate deployments between 2018 and 2021. 

The data from the first three deployments (30/10/2018 - 31/08/2019) are presented and discussed in a companion paper (*) that is freely available from the "Related links" below

*Dalseno TC, Greenwood J, Keesing JK, Feng M (2024) Seasonal deoxygenation in a shallow coastal embayment: The role of stratification and implications for water-quality monitoring. Regional Studies in Marine Science 77, 103738.
DOI: 10.15468/dl.babb3n
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Ants on shade trees in coffee agroforests in SW Ethiopia"
 ]
}

 The dataset includes 114 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026419-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nacfgw
title: Occurrence Download

description: A dataset containing 701 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mimosa pudica"
 ]
}

 The dataset includes 701 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026420-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hm7r5d
title: Occurrence Download

description: A dataset containing 1551 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paracladophialophora",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1551 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026422-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.febrd6
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ammospiza maritima mirabilis",
 "Year 2010-2025"
 ]
}

 The dataset includes 24 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026421-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6usedh
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mimosa scabrella"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026423-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rpuvax
title: Occurrence Download

description: A dataset containing 195 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mimosa somnians"
 ]
}

 The dataset includes 195 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026424-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bc2b5q
title: Occurrence Download

description: A dataset containing 7259 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((5.92708 45.71477,5.96557 45.73734,5.95171 45.76312,5.91579 45.75632,5.8927 45.72767,5.92708 45.71477))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 7259 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026426-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w4bhz9
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scolecolachnum",
 "HasCoordinate is true"
 ]
}

 The dataset includes 29 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026425-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kh9tg4
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mimosa tenuiflora"
 ]
}

 The dataset includes 108 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026427-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3gvxnr
title: Occurrence Download

description: A dataset containing 1378 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mirabilis jalapa"
 ]
}

 The dataset includes 1378 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026428-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17794758
title: Data for "Fast superconducting qubit control with subharmonic drives"

description: Dataset and the processing code for the paper "Fast superconducting qubit control with subharmonic drives".
DOI: 10.5281/zenodo.17794757
title: Data for "Fast superconducting qubit control with subharmonic drives"

description: Dataset and the processing code for the paper "Fast superconducting qubit control with subharmonic drives".
DOI: 10.15468/dl.f6a5vq
title: Occurrence Download

description: A dataset containing 1312 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calophoma",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1312 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026429-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.arr8wb
title: Occurrence Download

description: A dataset containing 27449 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Vespa velutina",
 "Year is one of (2024, 2025)",
 "HasCoordinate is true",
 "Geometry POLYGON((4.0 44.0, 12.0 44.0, 12.0 50.0, 4.0 50.0, 4.0 44.0))"
 ]
}

 The dataset includes 27449 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026430-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zx6a48
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mirabilis melanotricha"
 ]
}

 The dataset includes 30 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026432-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dc5954
title: Occurrence Download

description: A dataset containing 27449 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Vespa velutina",
 "Year is one of (2024, 2025)",
 "HasCoordinate is true",
 "Geometry POLYGON((4.0 44.0, 12.0 44.0, 12.0 50.0, 4.0 50.0, 4.0 44.0))"
 ]
}

 The dataset includes 27449 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026431-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ntx6pu
title: Occurrence Download

description: A dataset containing 27449 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Vespa velutina",
 "Year is one of (2024, 2025)",
 "HasCoordinate is true",
 "Geometry POLYGON((4.0 44.0, 12.0 44.0, 12.0 50.0, 4.0 50.0, 4.0 44.0))"
 ]
}

 The dataset includes 27449 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026433-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x3er4s
title: Occurrence Download

description: A dataset containing 2050431 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Zealand",
 "DatasetKey is iNaturalist Research-grade Observations"
 ]
}

 The dataset includes 2050431 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026409-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ta4v6
title: Occurrence Download

description: A dataset containing 428 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mitracarpus hirtus"
 ]
}

 The dataset includes 428 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026434-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3nmx6q
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Colección de peces del Museo de Historia Natural de la Pontificia Universidad Javeriana",
 "Geometry POLYGON((-76.44223 7.77791,-75.7447 7.68221,-75.31106 8.60914,-75.2259 9.06588,-75.49685 9.43746,-76.00351 9.48354,-76.48576 9.05398,-76.44223 7.77791))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026435-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.az6cgd
title: Occurrence Download

description: A dataset containing 1474 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Momordica charantia"
 ]
}

 The dataset includes 1474 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026436-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ymxj84
title: Occurrence Download

description: A dataset containing 521 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fusoidiella",
 "HasCoordinate is true"
 ]
}

 The dataset includes 521 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026437-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vxhm7y
title: Occurrence Download

description: A dataset containing 298 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Montanoa atriplicifolia"
 ]
}

 The dataset includes 298 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026438-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7nbx4g
title: Occurrence Download

description: A dataset containing 199 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Montanoa bipinnatifida"
 ]
}

 The dataset includes 199 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026439-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v2btsv
title: Occurrence Download

description: A dataset containing 171 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pleiocarpon",
 "HasCoordinate is true"
 ]
}

 The dataset includes 171 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026440-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7f3brj
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Montanoa floribunda"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026441-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17808370
title: Digital Trust Survey 2025 Dataset

description: This dataset is part of the Human Clarity Institute’s AI–Human Experience Data Series. It measures how adults understand, evaluate, and navigate digital trust in an AI-mediated information environment. The dataset captures concerns about AI-generated content, perceived manipulation, detection accuracy, verification confidence, and the emotional experience of uncertainty online.

The dataset includes:• validated 1–7 Likert-scale measures of digital trust and online uncertainty• indicators of perceived manipulation and difficulty verifying online content• measures of trust in AI detection tools and reliance on human judgement• concerns about AI-generated misinformation and content realism• multi-select trust domains and least-trusted online environments• open-text reflections on trust, verification processes, and online cues• demographic variables across six English-speaking countries

Data were collected via Prolific in November 2025 from adults across the UK, US, Australia, New Zealand, Canada, and Ireland. All data were cleaned, anonymised, and verified according to the Human Clarity Institute’s open-data publication protocol.

This dataset contributes to understanding how AI-generated content, digital uncertainty, and modern information environments shape human trust, accuracy judgement, and online behaviour. It provides foundational data for longitudinal tracking of digital trust trends and AI-related trust dynamics.
DOI: 10.13020/qs0c-c570
title: Materials to re-create Low-mode near-inertial wave generation

description: A recent manuscript examined the generation of low-mode near-inertial waves in the ocean using the a modified shallow water model. This submission includes the Matlab functions to configure, generate, and post-process the model output. Matlab scripts are also included that recreate the figures in the manuscript.
description: There are two folders (compressed in .zip format). Each folder has an associated plain-text documentation file that includes detailed information about its contents. The folders are: (1) modeling scripts and (2) plotting_scripts. The first folder includes all Matlab scripts and functions necessary to reproduce the model results from scratch. The second folder contains Matlab scripts and functions to re-create the figures included in Stokes et al. (2025). All of the data needed for these scripts are included in the folder.
DOI: 10.5281/zenodo.17717703
title: Digital Trust Survey 2025 Dataset

description: This dataset is part of the Human Clarity Institute’s AI–Human Experience Data Series. It measures how adults understand, evaluate, and navigate digital trust in an AI-mediated information environment. The dataset captures concerns about AI-generated content, perceived manipulation, detection accuracy, verification confidence, and the emotional experience of uncertainty online.

The dataset includes:• validated 1–7 Likert-scale measures of digital trust and online uncertainty• indicators of perceived manipulation and difficulty verifying online content• measures of trust in AI detection tools and reliance on human judgement• concerns about AI-generated misinformation and content realism• multi-select trust domains and least-trusted online environments• open-text reflections on trust, verification processes, and online cues• demographic variables across six English-speaking countries

Data were collected via Prolific in November 2025 from adults across the UK, US, Australia, New Zealand, Canada, and Ireland. All data were cleaned, anonymised, and verified according to the Human Clarity Institute’s open-data publication protocol.

This dataset contributes to understanding how AI-generated content, digital uncertainty, and modern information environments shape human trust, accuracy judgement, and online behaviour. It provides foundational data for longitudinal tracking of digital trust trends and AI-related trust dynamics.
DOI: 10.15468/dl.v36r7s
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Montanoa frutescens"
 ]
}

 The dataset includes 25 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026444-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.