cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17553079
title: Black Hole evolution within Constrained Cosmological Simulations of Extreme Overdense Environments

description: This record contains the data required to reproduce the simulation results presented in the paper “Heavy Seeds and the First Black Holes: Insights from the BRAHMA Simulations” (https://arxiv.org/abs/2510.01322). The files provide the redshift evolution of the most massive halo in the simulation volume, including its total mass, stellar mass, and the black hole mass.

Most files tabulate the redshift evolution at the cadence of the simulation snapshots. A subset of files additionally includes the black hole mass and luminosity at higher time resolution.

File names are organized to correspond directly to the figure numbers in the paper, as well as to the legend labels within those figures. This record also includes a Jupyter notebook, load_data_and_make_plots.ipynb, which demonstrates how to load the data and reproduce the plots shown in the paper.

For any questions or further information, please contact: aklant.app@gmail.com.
DOI: 10.5281/zenodo.17553078
title: Black Hole evolution within Constrained Cosmological Simulations of Extreme Overdense Environments

description: This record contains the data required to reproduce the simulation results presented in the paper “Heavy Seeds and the First Black Holes: Insights from the BRAHMA Simulations” (https://arxiv.org/abs/2510.01322). The files provide the redshift evolution of the most massive halo in the simulation volume, including its total mass, stellar mass, and the black hole mass.

Most files tabulate the redshift evolution at the cadence of the simulation snapshots. A subset of files additionally includes the black hole mass and luminosity at higher time resolution.

File names are organized to correspond directly to the figure numbers in the paper, as well as to the legend labels within those figures. This record also includes a Jupyter notebook, load_data_and_make_plots.ipynb, which demonstrates how to load the data and reproduce the plots shown in the paper.

For any questions or further information, please contact: aklant.app@gmail.com.
DOI: 10.15468/dl.su8h6b
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pristimantis pinguis"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010465-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17725948
title: Radiatively Coupled Equatorial Waves in Mars' Aphelion Cloud Belt: Wavenumber-Frequency Analysis in Mars GCM Simulations

description: This dataset is supplementary model output to the manuscript 'Radiatively Coupled Equatorial Waves in Mars' Aphelion Cloud Belt: Wavenumber-Frequency Analysis in Mars GCM Simulations'. For experiments RAC and noRAC, the output contains temperature, water-ice cloud mass mixing ratio, and column-integrated visible optical depth due to water-ice clouds (RAC only).Netcdf file XXXX.atmos_daily_exp_pstd_ACB.nc corresponds to experiment EXP with starting date XXXX.
DOI: 10.5281/zenodo.17725947
title: Radiatively Coupled Equatorial Waves in Mars' Aphelion Cloud Belt: Wavenumber-Frequency Analysis in Mars GCM Simulations

description: This dataset is supplementary model output to the manuscript 'Radiatively Coupled Equatorial Waves in Mars' Aphelion Cloud Belt: Wavenumber-Frequency Analysis in Mars GCM Simulations'. For experiments RAC and noRAC, the output contains temperature, water-ice cloud mass mixing ratio, and column-integrated visible optical depth due to water-ice clouds (RAC only).Netcdf file XXXX.atmos_daily_exp_pstd_ACB.nc corresponds to experiment EXP with starting date XXXX.
DOI: 10.5281/zenodo.17727502
title: Supplementary 1& 2: In Silico Structural and Functional Characterization of the HMPV M2-1 Protein Reveals Its Potential as a Therapeutic Target

description: Supplementary data
DOI: 10.5281/zenodo.17727418
title: Supplementary 1& 2: In Silico Structural and Functional Characterization of the HMPV M2-1 Protein Reveals Its Potential as a Therapeutic Target

description: Supplementary data
DOI: 10.15468/dl.rb6kkd
title: Occurrence Download

description: A dataset containing 304 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)",
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phyllogeiton zeyheri"
 ]
}

 The dataset includes 304 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010466-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ghegne
title: Occurrence Download

description: A dataset containing 5363 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Fauna Íctica Nativa Continental de Chile"
 ]
}

 The dataset includes 5363 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010467-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdds6k
title: Occurrence Download

description: A dataset containing 498 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pristimantis platydactylus"
 ]
}

 The dataset includes 498 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010468-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.47sgjt
title: Occurrence Download

description: A dataset containing 373 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pristimantis prolatus"
 ]
}

 The dataset includes 373 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010469-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6guff7
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Geometry POLYGON((-90.33414 21.63585,-92.8968 18.37229,-92.32732 16.77337,-91.91116 14.93351,-90.35604 14.73638,-88.69141 15.89724,-86.19445 19.00748,-86.96106 22.0301,-90.33414 21.63585))",
 "OccurrenceStatus is Present",
 "TaxonKey is Canis latrans",
 "Year 2023-2025"
 ]
}

 The dataset includes 46 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010470-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8pf89n
title: Occurrence Download

description: A dataset containing 4827 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Craugastor fitzingeri"
 ]
}

 The dataset includes 4827 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010471-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zpprje
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pristimantis prolixodiscus"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010472-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17727636
title: Questionnaire - Undergraduate Students - September 2019

description: *MIL – Media and Information Literacy

 

Thanks for replying this questionnaire, where the highest positive value is 10
DOI: 10.5281/zenodo.17727637
title: Questionnaire - Undergraduate Students - September 2019

description: *MIL – Media and Information Literacy

 

Thanks for replying this questionnaire, where the highest positive value is 10
DOI: 10.5281/zenodo.17727594
title: Environmental impact: LCA Data for 'circular carpet' and 'circular vinyl flooring'
DOI: 10.5281/zenodo.17727593
title: Environmental impact: LCA Data for 'circular carpet' and 'circular vinyl flooring'
DOI: 10.15468/dl.66cdbv
title: Occurrence Download

description: A dataset containing 938 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pristimantis quaquaversus"
 ]
}

 The dataset includes 938 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010474-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.humr94
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Craugastor cyanochthebius"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010475-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8kddyh
title: Occurrence Download

description: A dataset containing 313720 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-11-01",
 "EventDate is less than or equal to 2025-12-01",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 },
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 313720 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010455-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17716906
title: Single-cell transcriptomics of human gut CD4 T cells

description: This record contains processed single-cell RNA and TCR seq files from human gut CD4 T cells.



CD4_T_cells_final.h5ad: anndata object (scanpy) for all CD4 T cells 

adata_tcr_CD4_T_cells.h5ad: anndata TCR object (scirpy) for all CD4 T cells

CEBPD_th17_cells_final.h5ad: anndata object (scanpy) for reclustered CEBPD+ Th17 cells

tet_pos_cells_final.h5ad: anndata object (scanpy) for reclustered SusC tetramer+ CD4 T cells


Anndata objects were generated in Scanpy v1.10.2 and ScirPy v0.17.2.
DOI: 10.5281/zenodo.17716905
title: Single-cell transcriptomics of human gut CD4 T cells

description: This record contains processed single-cell RNA and TCR seq files from human gut CD4 T cells.



CD4_T_cells_final.h5ad: anndata object (scanpy) for all CD4 T cells 

adata_tcr_CD4_T_cells.h5ad: anndata TCR object (scirpy) for all CD4 T cells

CEBPD_th17_cells_final.h5ad: anndata object (scanpy) for reclustered CEBPD+ Th17 cells

tet_pos_cells_final.h5ad: anndata object (scanpy) for reclustered SusC tetramer+ CD4 T cells


Anndata objects were generated in Scanpy v1.10.2 and ScirPy v0.17.2.
DOI: 10.5281/zenodo.17727708
title: 32 Clinical Engineered Prompts and Delphi Panel's Responses

description: The file contains 32 multiparametric engineered clinical prompts to elicit evaluation in 27 items (EU AI-Act aligned), with Delphi expert responses as ground truth.
DOI: 10.5281/zenodo.17727650
title: Implementation of Immersive Technology to Support Experience-Based Learning for Children in the Museum of Nusantara Folkfores
DOI: 10.5281/zenodo.17727651
title: Implementation of Immersive Technology to Support Experience-Based Learning for Children in the Museum of Nusantara Folkfores
DOI: 10.15468/dl.66ccyn
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Craugastor bocourti"
 ]
}

 The dataset includes 97 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010476-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mz64aa
title: Occurrence Download

description: A dataset containing 234 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pristimantis racemus"
 ]
}

 The dataset includes 234 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010477-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhm44u
title: Occurrence Download

description: A dataset containing 426 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)",
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bobgunnia madagascariensis"
 ]
}

 The dataset includes 426 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010478-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17727845
title: Trial data CISUFLO 'circular carpets'
DOI: 10.5281/zenodo.17626125
title: Multimodal AI in Mental Health Survey Dataset and Code
DOI: 10.5281/zenodo.17538487
title: Multimodal AI in Mental Health Survey Dataset and Code
DOI: 10.15468/dd.m4hchq
title: WSP_GBIF_Collector_test

description: Generated from API search results. Project test - test
DOI: 10.3886/e240691v1
title: HIFLD Open 10-digit HU (Watershed)

description: The Watershed Boundary Dataset (WBD) is a comprehensive aggregated collection of hydrologic unit data consistent with the national criteria for delineation and resolution. It defines the areal extent of surface water drainage to a point except in coastal or lake front areas where there could be multiple outlets as stated by the "Federal Standards and Procedures for the National Watershed Boundary Dataset (WBD)" (https://pubs.usgs.gov/tm/11/a3/). Watershed boundaries are determined solely upon science-based hydrologic principles, not favoring any administrative boundaries or special projects, nor particular program or agency. This dataset represents the hydrologic unit boundaries to the 12-digit for the entire United States. Some areas may also include additional subdivisions representing the 14- and 16-digit hydrologic unit (HU). At a minimum, the HUs are delineated at 1:24,000-scale in the conterminous United States, 1:25,000-scale in Hawaii, Pacific basin and the Caribbean, and 1:63,360-scale in Alaska, meeting the National Map Accuracy Standards (NMAS). Higher resolution boundaries were developed where partners and data existed and were incorporated back into the WBD. WBD data are delivered as a dataset of polygons and corresponding lines that define the boundary of the polygon. WBD polygon attributes include hydrologic unit codes (HUC), size (in the form of acres and square kilometers), name, downstream hydrologic unit code, type of watershed, non-contributing areas, and flow modifications. The HUC describes where the unit is in the country and the level of the unit. WBD line attributes contain the highest level of hydrologic unit for each boundary, line source information and flow modifications. For additional information on NHD, go to https://www.usgs.gov/national-hydrography.<br><br>
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025.<br><br>
DOI: 10.15468/dl.aaggwm
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Craugastor palenque"
 ]
}

 The dataset includes 119 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010480-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qhpzs9
title: Occurrence Download

description: A dataset containing 1961 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)",
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Brachystegia spiciformis"
 ]
}

 The dataset includes 1961 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010483-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jr78fj
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Craugastor polymniae"
 ]
}

 The dataset includes 51 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010481-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a3ucts
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pristimantis repens"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010482-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ju4z5p
title: Occurrence Download

description: A dataset containing 3076 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carollia perspicillata",
 "Year 2019-2021"
 ]
}

 The dataset includes 3076 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010485-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17727893
title: Trial Data 'circular carpets' (WP1)
DOI: 10.5281/zenodo.16883647
title: Evie Magazine web archive collection derivatives

description: Web archive derivatives of Evie Magazine created with the Archives Unleashed Toolkit and encriched with additional processing.

Contents include csv files with the following columns: crawl_date, publication_date, url, title, author, read_time, and content.
DOI: 10.5281/zenodo.17727894
title: Evie Magazine web archive collection derivatives

description: Web archive derivatives of Evie Magazine created with the Archives Unleashed Toolkit and encriched with additional processing.

Contents include csv files with the following columns: crawl_date, publication_date, url, title, author, read_time, and content.
DOI: 10.15468/dl.zaccxd
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Geometry POLYGON((-90.33414 21.63585,-92.8968 18.37229,-92.32732 16.77337,-91.91116 14.93351,-90.35604 14.73638,-88.69141 15.89724,-86.19445 19.00748,-86.96106 22.0301,-90.33414 21.63585))",
 "OccurrenceStatus is Present",
 "TaxonKey is Canis latrans",
 "Year 2020-2025"
 ]
}

 The dataset includes 83 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010486-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p6pec7
title: Occurrence Download

description: A dataset containing 545 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pristimantis riveti"
 ]
}

 The dataset includes 545 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010487-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9exjpb
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ardisia sorongensis"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010488-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bj7563
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pristimantis ruedai"
 ]
}

 The dataset includes 65 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010489-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pugu2z
title: Occurrence Download

description: A dataset containing 128 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pristimantis rubicundus"
 ]
}

 The dataset includes 128 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010490-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.