cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17225179
title: Systematic scRNAseq screens profile neural organoid response to morphogens

description: Supplementary data for the manuscript: Systematic scRNA-seq screens profile neural organoid response to morphogens.
DOI: 10.5281/zenodo.17224261
title: Genomic surveillance of Salmonella enterica serotype Minnesota strains from poultry products imported into South Africa - Revision 1

description: Raw data, supplemental datasets and intermediate files generated for the manuscript 'Genomic surveillance of Salmonella enterica serotype Minnesota strains from poultry products imported into South Africa' - REVISION 1 . Code for the analysis can be found in https://github.com/VishnuRaghuram94/SEPI . Link to preprint - https://www.medrxiv.org/content/10.1101/2025.04.16.25325939v2
DOI: 10.15468/dl.v8d6k8
title: Occurrence Download

description: A dataset containing 32613 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Helianthus tuberosus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 32613 records from 512 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029782-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11561447
title: Data and code - Disentangling dispersion from mean reveals true heterogeneity-diversity relationships

description: Data and code for reproducing figures and results for the manuscript entitled "Disentangling dispersion from mean reveals true heterogeneity-diversity relationships". Published in Nature Communications. See references for data sources.

Code tested with Julia version 1.11.1.

How to cite this repository

If using code or data from this repository, please cite the original publication (Pellett and Valbuena, 2025) and respective data source (see references and README.txt in respective data folder).

Update 2024-07-09

Minor changes to figure sizes and use of paired-sample t-tests when assessing empirical observations of heterogeneity measures.

Update 2024-08-04

Step by step instructions included in README

Manifest.toml file included with julia and package version requirements.

Update 2024-11-18

Update following peer review feedback:

Analysis of an additional dataset from MacArthurs' seminal paper on foliage height diversity.

Hypothesis test of negligible trend for delta

Modified extended data figures

Update 2025-05-16

Update following second round of peer review feedback:

Change to equation notation for figure 2

Additional script for simulation and review report figures 

Update 2025-09-29

Figure text size adjustments after final round of peer review and editor requests.
DOI: 10.5281/zenodo.17207705
title: Data and code - Disentangling dispersion from mean reveals true heterogeneity-diversity relationships

description: Data and code for reproducing figures and results for the manuscript entitled "Disentangling dispersion from mean reveals true heterogeneity-diversity relationships". Published in Nature Communications. See references for data sources.

Code tested with Julia version 1.11.1.

How to cite this repository

If using code or data from this repository, please cite the original publication (Pellett and Valbuena, 2025) and respective data source (see references and README.txt in respective data folder).

Update 2024-07-09

Minor changes to figure sizes and use of paired-sample t-tests when assessing empirical observations of heterogeneity measures.

Update 2024-08-04

Step by step instructions included in README

Manifest.toml file included with julia and package version requirements.

Update 2024-11-18

Update following peer review feedback:

Analysis of an additional dataset from MacArthurs' seminal paper on foliage height diversity.

Hypothesis test of negligible trend for delta

Modified extended data figures

Update 2025-05-16

Update following second round of peer review feedback:

Change to equation notation for figure 2

Additional script for simulation and review report figures 

Update 2025-09-29

Figure text size adjustments after final round of peer review and editor requests.
DOI: 10.5281/zenodo.17224564
title: Survival data after S. aureus infection

description: The files contain a set of raw data concerning a new protein from Galleria mellonella of immune properties. The work was financed by the National Science Centre, Poland, project number 2024/08/X/NZ6/00438.
DOI: 10.5281/zenodo.17192415
title: Survival data after S. aureus infection

description: The files contain a set of raw data concerning a new protein from Galleria mellonella of immune properties. The work was financed by the National Science Centre, Poland, project number 2024/08/X/NZ6/00438.
DOI: 10.5281/zenodo.17226434
title: Farmland abandonment and season drive scavenging dynamics in livestock-rewilded landscapes

description: This repository contains all R scripts used for data preparation, statistical analyses, and figure generation for the above-mentioned study. The goal is to ensure full transparency and reproducibility of the results.
DOI: 10.5281/zenodo.17226436
title: User-Centered Evaluation of Mobile Banking Application with the HEART Framework

description: This dataset supports the research paper “User-Centered Evaluation of BSI Mobile Banking Application with the HEART Framework” submitted to an IEEE Scopus-indexed conference.It contains raw and processed data collected through a User-Centered Design (UCD) approach to evaluate the BSI Mobile Banking Application using Google’s HEART Framework (Happiness, Engagement, Adoption, Retention, Task Success).

This dataset can be used by researchers and practitioners for:





Replicating the study and validating findings




Benchmarking mobile banking applications




Exploring user experience (UX) metrics in financial technology




Applying alternative UX evaluation models in mobile app research



All data have been anonymized to protect participant privacy.
DOI: 10.5281/zenodo.17226435
title: User-Centered Evaluation of Mobile Banking Application with the HEART Framework

description: This dataset supports the research paper “User-Centered Evaluation of BSI Mobile Banking Application with the HEART Framework” submitted to an IEEE Scopus-indexed conference.It contains raw and processed data collected through a User-Centered Design (UCD) approach to evaluate the BSI Mobile Banking Application using Google’s HEART Framework (Happiness, Engagement, Adoption, Retention, Task Success).

This dataset can be used by researchers and practitioners for:





Replicating the study and validating findings




Benchmarking mobile banking applications




Exploring user experience (UX) metrics in financial technology




Applying alternative UX evaluation models in mobile app research



All data have been anonymized to protect participant privacy.
DOI: 10.5281/zenodo.16100900
title: Database of Polluted Site Diagnostics and Remediation

description: This database compiles information pertaining to 32 distinct contaminated sites that have required remediation operations. Its purpose is to document site characteristics, initial contamination levels, spatial delineation of impacts, and post-remediation compliance status.

The database is structured into two geospatial layers (shapefiles), designed for easy visualization and analysis within a Geographic Information System (GIS):



'Characterization Sampling Points' Layer: This layer represents the geographical location of each soil sampling point. Its attributes include contaminant concentrations (measured values for each sample), average depth (depth at which the sample was collected), compound(s) (identification of detected pollutants, e.g., total petroleum hydrocarbons, specific PFAS), remediation threshold (regulatory or contractual limit value to be achieved for each pollutant), and dominant lithology (main geological description of the soil at the sampling point).

'Excavation and Compliance Zones' Layer: This layer delineates the spatial extents of the actual excavation areas. Its attributes encompass post-remediation compliance (indicating the achievement of remediation objectives at the limits and within the excavation), and excavated area (surface area of the dug-out zone in m²).


Both shapefiles can be easily interlinked and sorted by the 'site' field, facilitating individual site data analysis. This data structure supports the comparative evaluation of investigation strategies and remediation outcomes across the entire site portfolio. The coordinates of the sites are all given in relative coordinates in order to preserve the anonymity of the sites.
DOI: 10.5281/zenodo.16100899
title: Database of Polluted Site Diagnostics and Remediation

description: This database compiles information pertaining to 32 distinct contaminated sites that have required remediation operations. Its purpose is to document site characteristics, initial contamination levels, spatial delineation of impacts, and post-remediation compliance status.

The database is structured into two geospatial layers (shapefiles), designed for easy visualization and analysis within a Geographic Information System (GIS):



'Characterization Sampling Points' Layer: This layer represents the geographical location of each soil sampling point. Its attributes include contaminant concentrations (measured values for each sample), average depth (depth at which the sample was collected), compound(s) (identification of detected pollutants, e.g., total petroleum hydrocarbons, specific PFAS), remediation threshold (regulatory or contractual limit value to be achieved for each pollutant), and dominant lithology (main geological description of the soil at the sampling point).

'Excavation and Compliance Zones' Layer: This layer delineates the spatial extents of the actual excavation areas. Its attributes encompass post-remediation compliance (indicating the achievement of remediation objectives at the limits and within the excavation), and excavated area (surface area of the dug-out zone in m²).


Both shapefiles can be easily interlinked and sorted by the 'site' field, facilitating individual site data analysis. This data structure supports the comparative evaluation of investigation strategies and remediation outcomes across the entire site portfolio. The coordinates of the sites are all given in relative coordinates in order to preserve the anonymity of the sites.
DOI: 10.15468/dl.hmtw69
title: Occurrence Download

description: A dataset containing 631549 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 (Dryopteris filix-mas)"
 ]
}

 The dataset includes 631549 records from 2159 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029748-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ad7hvh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year is greater than or equal to 1981",
 "Year is less than or equal to 2010",
 "HasCoordinate is true",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "VerbatimScientificName is Caldonia arbuscula",
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008622-250402121839773/datasets/export for details.
DOI: 10.5281/zenodo.15168267
title: Trust, Awareness, and Risk Perception in the Online Environment II.

description: The Institute for Information Society Research (ITKI) was established in February 2019 at the University of Public Service in Hungary. Representatives of several academic disciplines jointly examine the complex effects of infocommunication services and new technologies on individuals, society, the state, the enforcement of fundamental rights, and democratic public discourse, along with related regulatory issues. In order to monitor the reality of digital culture and to accurately identify processes that require regulation, ITKI also aims to promote domestic scientific and social discourse on the topic through essential empirical research.

In this empirical study, we aimed to explore the characteristics of how Hungarian adults use information technologies—primarily for communication purposes. Beyond mapping certain usage habits, the research primarily sought to determine how much Hungarian people trust the actors and services of the information society, how consciously they participate in the online world, and what risks they perceive in the spread of new technologies.

On behalf of ITKI, a nationally representative survey was conducted via telephone interviews. The data collected are representative of the entire adult population in Hungary in terms of age, gender, education level, settlement type, and region. The telephone survey was carried out by MASMI Hungary, the Hungarian member of the MASMI European market research network. The data collection took place in November 2021.
DOI: 10.5281/zenodo.15168268
title: Trust, Awareness, and Risk Perception in the Online Environment II.

description: The Institute for Information Society Research (ITKI) was established in February 2019 at the University of Public Service in Hungary. Representatives of several academic disciplines jointly examine the complex effects of infocommunication services and new technologies on individuals, society, the state, the enforcement of fundamental rights, and democratic public discourse, along with related regulatory issues. In order to monitor the reality of digital culture and to accurately identify processes that require regulation, ITKI also aims to promote domestic scientific and social discourse on the topic through essential empirical research.

In this empirical study, we aimed to explore the characteristics of how Hungarian adults use information technologies—primarily for communication purposes. Beyond mapping certain usage habits, the research primarily sought to determine how much Hungarian people trust the actors and services of the information society, how consciously they participate in the online world, and what risks they perceive in the spread of new technologies.

On behalf of ITKI, a nationally representative survey was conducted via telephone interviews. The data collected are representative of the entire adult population in Hungary in terms of age, gender, education level, settlement type, and region. The telephone survey was carried out by MASMI Hungary, the Hungarian member of the MASMI European market research network. The data collection took place in November 2021.
DOI: 10.5281/zenodo.15168244
title: Measurement Induced Dynamics and Trace Preserving Replica Cutoffs

description: Data sets used to generate graphs in 

Measurement Induced Dynamics and Trace Preserving Replica Cutoffs

arXiv:2504.00984
DOI: 10.5281/zenodo.15168245
title: Measurement Induced Dynamics and Trace Preserving Replica Cutoffs

description: Data sets used to generate graphs in 

Measurement Induced Dynamics and Trace Preserving Replica Cutoffs

arXiv:2504.00984
DOI: 10.6084/m9.figshare.28776014
title: RPA_Workflow

description: RPA_Workflow
DOI: 10.5281/zenodo.13859681
title: Regional structure and inequality of India's household carbon emissions

description: Supporting datasets for "Regional structure and inequality of India’s household carbon emissions"
DOI: 10.5281/zenodo.14170527
title: Regional structure and inequality of India's household carbon emissions

description: Supporting datasets for "Regional structure and inequality of India’s household carbon emissions"
DOI: 10.15468/dl.ryj4ay
title: Occurrence Download

description: A dataset listing the 29736 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "DatasetKey is naturgucker"
 ]
}

 The dataset's 29736 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016702-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rv54mk
title: Occurrence Download

description: A dataset listing the 2 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-77.22623 -1.43343,-71.13413 -1.43343,-74.001 5.01702,-77.22623 -1.43343))",
 "TaxonKey is Puma concolor (Linnaeus, 1771)"
 ]
}

 The dataset's 2 records were derived from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016704-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fztz94
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepisiota frauenfeldi (Mayr, 1855)",
 "Country is Australia",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 51 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016724-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5x86mj
title: Occurrence Download

description: A dataset containing 23406 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-8.28467 38.04592,-8.18025 38.111,-8.1968 38.23969,-8.43873 38.2419,-8.43763 38.086,-8.28467 38.04592))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 23406 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016723-241107131044228/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.27152484
title: Coupled effects of forest growth and climate change on small mammal abundance and body weight: results of a 39-year field study

description: The dataset contains necessary files to replicate the analyses in the article: Coupled effects of forest growth and climate change on small mammal abundance and body weight: results of a 39-year field studyCurrently submitted for publication<br>
DOI: 10.6084/m9.figshare.27152484.v1
title: Coupled effects of forest growth and climate change on small mammal abundance and body weight: results of a 39-year field study

description: The dataset contains necessary files to replicate the analyses in the article: Dri, G. F., Bogdziewicz, M.<b>, </b>Hunter M., Witham, J. & Mortelliti, A. (2024). Coupled effects of forest growth and climate change on small mammal abundance and body weight: results of a 39-year field studyCurrently submitted for publicationPlease contact the authors if you would like to collaborate on a project using these data. If additional comments or questions arise, please contact Gabriela Franzoi Dri (gabriela.franzoi@maine.edu) or Alessio Mortelliti (alessio.mortelliti@maine.edu).
DOI: 10.15468/dl.uf4tav
title: Occurrence Download

description: A dataset containing 1562 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oxalis corymbosa, Oxalis corymbosa, Oxalis corymbosa, Oxalis corymbosa, Oxalis corymbosa, Oxalis corymbosa, Oxalis corymbosa, Oxalis corymbosa, Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., Oxalis corymbosa DC., 1824, Oxalis corymbosa DC., 1824, 161122341, Oxalis corymbosa DC., 1824, Oxalis martiana Zucc.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1562 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016725-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jvbdk8
title: Occurrence Download

description: A dataset containing 101475 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cattleya Lindl."
 ]
}

 The dataset includes 101475 records from 321 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016688-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vrx225
title: Occurrence Download

description: A dataset containing 121440 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Anura",
 "Year 2000-2024"
 ]
}

 The dataset includes 121440 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016690-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nmh4vv
title: Occurrence Download

description: A dataset listing the 600 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Fauna y flora del Distrito Nacional de Manejo Integrado Cinaruco en el año 2021"
 ]
}

 The dataset's 600 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016716-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qspuf5
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Talbotiella gentii Hutch. & Greenway"
 ]
}

 The dataset's 1 records were derived from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016711-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tcjgvq
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pilea diffusa (Sw.) Wedd."
 ]
}

 The dataset includes 15 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016729-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.