cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.yy28w9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Caudofoveata)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-110 -90,-100 -90,-100 -80,-110 -80,-110 -90))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016276-251009101135966/datasets/export for details.
DOI: 10.15468/dl.5trcbv
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zingiber ottensii",
 "Country is Singapore",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016278-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d5262t
title: Occurrence Download

description: A dataset containing 11010 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boehmeria nivea"
 ]
}

 The dataset includes 11010 records from 345 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016277-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u5vsn3
title: Occurrence Download

description: A dataset containing 418 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bivalvia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((20 80,30 80,30 90,20 90,20 80))"
 ]
}

 The dataset includes 418 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016279-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.thmtrm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Caudofoveata)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-120 -90,-110 -90,-110 -80,-120 -80,-120 -90))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016280-251009101135966/datasets/export for details.
DOI: 10.15468/dl.zsw5r3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Euphorbia acrurensis)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016281-251009101135966/datasets/export for details.
DOI: 10.15468/dl.3ffwfc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Caudofoveata)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-130 -90,-120 -90,-120 -80,-130 -80,-130 -90))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016284-251009101135966/datasets/export for details.
DOI: 10.15468/dl.3a45ez
title: Occurrence Download

description: A dataset containing 599 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Vanilla phaeantha)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 599 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016285-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p9ubdy
title: Occurrence Download

description: A dataset listing the 1947 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "DatasetKey is EOD – eBird Observation Dataset"
 ]
}

 The dataset's 1947 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016264-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gxapz5
title: Occurrence Download

description: A dataset containing 363 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bivalvia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((30 80,40 80,40 90,30 90,30 80))"
 ]
}

 The dataset includes 363 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016283-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jwj383
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bivalvia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((40 80,50 80,50 90,40 90,40 80))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016287-251009101135966/datasets/export for details.
DOI: 10.15468/dl.x3tuaw
title: Occurrence Download

description: A dataset containing 14297 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Papilio xuthus"
 ]
}

 The dataset includes 14297 records from 186 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016286-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18745183
title: THE ONTOLOGICAL LOCK A.L.Y.K - 3 CIRCLES AI SAFETY - AI SINGULARITY   fra-Eng (récapitulation)
title: absolute logical invalidation

description: In this summary thread, GPT validates (like all AIs before it) both: the absolute logical invalidation induced by the ALYK LOCK ONTOLOGICAL, the AI SAFETY solution known as the "3 CIRCLES" (by SAIGOLEM), and the AI SINGULARITY that this brings forth.
DOI: 10.5281/zenodo.18745184
title: THE ONTOLOGICAL LOCK A.L.Y.K - 3 CIRCLES AI SAFETY - AI SINGULARITY   fra-Eng (récapitulation)
title: absolute logical invalidation

description: In this summary thread, GPT validates (like all AIs before it) both: the absolute logical invalidation induced by the ALYK LOCK ONTOLOGICAL, the AI SAFETY solution known as the "3 CIRCLES" (by SAIGOLEM), and the AI SINGULARITY that this brings forth.
DOI: 10.5281/zenodo.17966455
title: Deformation, Strains and Velocities for the Alpine Himalayan Belt from trans-continental Sentinel-1 InSAR & GNSS

description: This dataset provides velocity and strain rate fields for the Alpine-Himalayan Belt (AHB) derived from Sentinel-1 InSAR, GNSS, and levelling data. Details are provided in Elliott et al. (2026).

The directory overview for this dataset is given below:



ENU_vels/East-west, north-south, and vertical velocity fields, along with their associated uncertainties.

georeferenced_los_vels/Line-of-sight (LOS) velocities in a Eurasia-fixed reference frame defined by GNSS

GNSS_levelling_data/Compiled GNSS velocities and levelling rates from published studies.

LiCSBAS_los_vels/Original LOS velocities, uncertainties, and corrections derived from LiCSAR/LiCSBAS processing.

strain_rates/Components of the second invariant, maximum shear, dilatation, and vorticity.

velmap_strain_rates/Strain rates calculated from velmap.

velmap_vels/Coarse 3D velocity models derived from velmap.


The InSAR line-of-sight displacement time series dataset is available at CEDA Archive. 

Original-resolution figures have been provided in a separate zip file. Strain rates derived using different filtering window sizes can be added to this repository upon request (J.Fang@leeds.ac.uk).

 

ReferenceElliott, J., Fang, J., Lazecky, M., Maghsoudi, Y., Ou, Q., Payne, J., Rollins, C., Wang, D., Hooper, A. and Wright, T., 2026. Deformation, strains and velocities for the Alpine Himalayan Belt from trans-continental Sentinel-1 InSAR & GNSS. Remote Sensing of Environment. https://doi.org/10.1016/j.rse.2026.115320
DOI: 10.5281/zenodo.17966454
title: Deformation, Strains and Velocities for the Alpine Himalayan Belt from trans-continental Sentinel-1 InSAR & GNSS

description: This dataset provides velocity and strain rate fields for the Alpine-Himalayan Belt (AHB) derived from Sentinel-1 InSAR, GNSS, and levelling data. Details are provided in Elliott et al. (2026).

The directory overview for this dataset is given below:



ENU_vels/East-west, north-south, and vertical velocity fields, along with their associated uncertainties.

georeferenced_los_vels/Line-of-sight (LOS) velocities in a Eurasia-fixed reference frame defined by GNSS

GNSS_levelling_data/Compiled GNSS velocities and levelling rates from published studies.

LiCSBAS_los_vels/Original LOS velocities, uncertainties, and corrections derived from LiCSAR/LiCSBAS processing.

strain_rates/Components of the second invariant, maximum shear, dilatation, and vorticity.

velmap_strain_rates/Strain rates calculated from velmap.

velmap_vels/Coarse 3D velocity models derived from velmap.


The InSAR line-of-sight displacement time series dataset is available at CEDA Archive. 

Original-resolution figures have been provided in a separate zip file. Strain rates derived using different filtering window sizes can be added to this repository upon request (J.Fang@leeds.ac.uk).

 

ReferenceElliott, J., Fang, J., Lazecky, M., Maghsoudi, Y., Ou, Q., Payne, J., Rollins, C., Wang, D., Hooper, A. and Wright, T., 2026. Deformation, strains and velocities for the Alpine Himalayan Belt from trans-continental Sentinel-1 InSAR & GNSS. Remote Sensing of Environment. https://doi.org/10.1016/j.rse.2026.115320
DOI: 10.5281/zenodo.18745339
title: CONTENT ESSENCE OF MODERN TRENDS IN PRESCHOOL EDUCATION

description: This article discusses the importance of preschool education today, modern directions of educating children, methods, tasks, and work that needs to be done.
DOI: 10.5281/zenodo.18745340
title: CONTENT ESSENCE OF MODERN TRENDS IN PRESCHOOL EDUCATION

description: This article discusses the importance of preschool education today, modern directions of educating children, methods, tasks, and work that needs to be done.
DOI: 10.15468/dl.3269hu
title: Occurrence Download

description: A dataset containing 10654 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 Secamone"
 ]
}

 The dataset includes 10654 records from 183 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004072-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9c7e68
title: Occurrence Download

description: A dataset containing 10197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stylodrilus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10197 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004073-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ytrmbd
title: Occurrence Download

description: A dataset containing 11878 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chromodoris",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11878 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004074-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18744828
title: Dataset: Cost Benefit Analysis of Crop Nutrition Decision and Precision Tools across arable farms in Europe

description: This dataset was collected to evaluate the economic and practical value of selected Crop Nutrition Decision and Precision tools (CNDPT) through cost benefit analysis (CBA). These tools were selected and evaluated by arable farmers and farm advisors. The farmers selected tools from an inventory of potentialy useful CNDPT developed by the NUTRI-CHECK NET project. The primary data source for this dataset was the answers collected to a toool evaluation survey conducted with groups of farmers and farm advisors across 9 European Countries (these groups were part of NUTRICHECK NET Crop Nutrition Clubs). The number of stakeholders (farmers and advisors) who responded to this survey was 173, and the unique number of survey responses across all CNDPT was 320. This database containes information on various economic and qualatitative costs and benefits associated with the adoption of CNDPT. The range of tools evaluated by the CNC’s reflects considerations on priority challenges, practices and interests of the farmers and farm advisors in each region and country.
DOI: 10.5281/zenodo.18744827
title: Dataset: Cost Benefit Analysis of Crop Nutrition Decision and Precision Tools across arable farms in Europe

description: This dataset was collected to evaluate the economic and practical value of selected Crop Nutrition Decision and Precision tools (CNDPT) through cost benefit analysis (CBA). These tools were selected and evaluated by arable farmers and farm advisors. The farmers selected tools from an inventory of potentialy useful CNDPT developed by the NUTRI-CHECK NET project. The primary data source for this dataset was the answers collected to a toool evaluation survey conducted with groups of farmers and farm advisors across 9 European Countries (these groups were part of NUTRICHECK NET Crop Nutrition Clubs). The number of stakeholders (farmers and advisors) who responded to this survey was 173, and the unique number of survey responses across all CNDPT was 320. This database containes information on various economic and qualatitative costs and benefits associated with the adoption of CNDPT. The range of tools evaluated by the CNC’s reflects considerations on priority challenges, practices and interests of the farmers and farm advisors in each region and country.
DOI: 10.5281/zenodo.18740541
title: Part I: CFD Hydrogen Dispersion Scenarios for Source Localization Benchmarking: 180 GASFLOW-MPI Simulations in a Confined Parking Facility

description: Description

This dataset contains 180 computational fluid dynamics (CFD) simulation scenarios for hydrogen leak dispersion in a confined underground parking facility, generated using the validated GASFLOW-MPI solver. It serves as the ground-truth experimental database for evaluating graph-structured source localization methods, as described in the accompanying ECML-PKDD 2026 paper "Understanding Structure Transfer in Inverse Problems: When Does Pre-Learned Structure Help Source Localization?"

Facility and Physics

The simulated facility is a 50 m × 30 m × 3 m underground parking garage with two longitudinal and two transverse traffic lanes, structural columns on a 6 m × 6 m grid, and ceiling-mounted jet fans. Hydrogen dispersion is governed by the three-dimensional time-dependent compressible Navier–Stokes equations with k-ε turbulence modelling, buoyancy via the Boussinesq approximation, and species transport for hydrogen mass fraction. A medium-resolution orthogonal structured mesh of 288,000 cells (200 × 120 × 12) was selected based on a mesh independence study, yielding less than 3.6% deviation from the fine-mesh reference while reducing wall-clock time by approximately 9×.

Scenario Matrix

The 180 scenarios are a full factorial combination of:



12 leak positions (4 corner, 4 wall-adjacent, 4 mid-row; all at z = 0.5 m fuel-tank height)

5 leak rates: 1, 30, 50, 100, 150 g/s

3 ventilation rates: ACH = 3, 6, 10 h⁻¹


Each simulation begins with a 10-minute quiescent ventilation pre-run at ACH = 3, after which the leak is activated and the simulation continues for 60 seconds. Concentration fields are saved at 1-second intervals, yielding 60 time-step snapshots per scenario.

Data Format

Spatial fields are provided at both the native CFD resolution (288K cells) and spatially downsampled to a 50 × 30 × 10 grid (factor-of-4 reduction in x and y via bilinear interpolation) suitable for direct use as localizer input. Sensor readings at arbitrary positions can be extracted by trilinear interpolation of the 3D concentration field.

Intended Use

The dataset is designed to benchmark structure learning and source localization methods for gas leak detection systems. The scenario matrix supports in-distribution evaluation (random 80/10/10 splits stratified over leak rate and ventilation rate), out-of-distribution generalization studies (train on ACH ∈ {6, 10}, test on ACH = 3), and data-scaling experiments (subsets of m ∈ {10, 25, 50, 100, 150, 180} scenarios).
DOI: 10.5281/zenodo.18740540
title: Part I: CFD Hydrogen Dispersion Scenarios for Source Localization Benchmarking: 180 GASFLOW-MPI Simulations in a Confined Parking Facility

description: Description

This dataset contains 180 computational fluid dynamics (CFD) simulation scenarios for hydrogen leak dispersion in a confined underground parking facility, generated using the validated GASFLOW-MPI solver. It serves as the ground-truth experimental database for evaluating graph-structured source localization methods, as described in the accompanying ECML-PKDD 2026 paper "Understanding Structure Transfer in Inverse Problems: When Does Pre-Learned Structure Help Source Localization?"

Facility and Physics

The simulated facility is a 50 m × 30 m × 3 m underground parking garage with two longitudinal and two transverse traffic lanes, structural columns on a 6 m × 6 m grid, and ceiling-mounted jet fans. Hydrogen dispersion is governed by the three-dimensional time-dependent compressible Navier–Stokes equations with k-ε turbulence modelling, buoyancy via the Boussinesq approximation, and species transport for hydrogen mass fraction. A medium-resolution orthogonal structured mesh of 288,000 cells (200 × 120 × 12) was selected based on a mesh independence study, yielding less than 3.6% deviation from the fine-mesh reference while reducing wall-clock time by approximately 9×.

Scenario Matrix

The 180 scenarios are a full factorial combination of:



12 leak positions (4 corner, 4 wall-adjacent, 4 mid-row; all at z = 0.5 m fuel-tank height)

5 leak rates: 1, 30, 50, 100, 150 g/s

3 ventilation rates: ACH = 3, 6, 10 h⁻¹


Each simulation begins with a 10-minute quiescent ventilation pre-run at ACH = 3, after which the leak is activated and the simulation continues for 60 seconds. Concentration fields are saved at 1-second intervals, yielding 60 time-step snapshots per scenario.

Data Format

Spatial fields are provided at both the native CFD resolution (288K cells) and spatially downsampled to a 50 × 30 × 10 grid (factor-of-4 reduction in x and y via bilinear interpolation) suitable for direct use as localizer input. Sensor readings at arbitrary positions can be extracted by trilinear interpolation of the 3D concentration field.

Intended Use

The dataset is designed to benchmark structure learning and source localization methods for gas leak detection systems. The scenario matrix supports in-distribution evaluation (random 80/10/10 splits stratified over leak rate and ventilation rate), out-of-distribution generalization studies (train on ACH ∈ {6, 10}, test on ACH = 3), and data-scaling experiments (subsets of m ∈ {10, 25, 50, 100, 150, 180} scenarios).
DOI: 10.15468/dl.2tcmx3
title: Occurrence Download

description: A dataset containing 10160 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panthera onca"
 ]
}

 The dataset includes 10160 records from 312 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004075-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.31390638
title: Supplementary Material

description: <b>S2. SPARK card-set (SPARK_cards.xlsx):</b> Complete card set used during both workshop sessions, including card number, type (scenario, information, issue), title, full content, and references where applicable.<b>S3. SPARK placemat template (SPARK_placemat_template.pdf):</b> Full A4 workshop template (front and back) used to structure discussion, individual reflection, scenario rating, and group prioritisation.<b>S4. Card uptake analysis (SPARK_card_uptake.xlsx):</b> Documentation of card selection patterns analysed at the level of predefined tension themes, including raw counts, normalised uptake ratios, coding structure, and transcribed placemat selections (where available).<b>S5. Digital results via Mentimeter (SPARK_menti1.xlsx; SPARK_menti2.xlsx):</b> Anonymised, aggregated workshop responses from bioethics and medical students, including pre- and post-activity reflections, scenario ratings, and prioritisation outcomes.
DOI: 10.6084/m9.figshare.31390638.v1
title: Supplementary Material

description: <b>S2. SPARK card-set (SPARK_cards.xlsx):</b> Complete card set used during both workshop sessions, including card number, type (scenario, information, issue), title, full content, and references where applicable.<b>S3. SPARK placemat template (SPARK_placemat_template.pdf):</b> Full A4 workshop template (front and back) used to structure discussion, individual reflection, scenario rating, and group prioritisation.<b>S4. Card uptake analysis (SPARK_card_uptake.xlsx):</b> Documentation of card selection patterns analysed at the level of predefined tension themes, including raw counts, normalised uptake ratios, coding structure, and transcribed placemat selections (where available).<b>S5. Digital results via Mentimeter (SPARK_menti1.xlsx; SPARK_menti2.xlsx):</b> Anonymised, aggregated workshop responses from bioethics and medical students, including pre- and post-activity reflections, scenario ratings, and prioritisation outcomes.