cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.nwgy8d
title: Occurrence Download

description: A dataset containing 1241 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dimorphandra mollis",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1241 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014354-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cdmpph
title: Occurrence Download

description: A dataset containing 1564 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Eragrostis virescens"
 ]
}

 The dataset includes 1564 records from 184 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014355-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18617575
title: Unlocking diverse molecular binding modes using latent feature sampling

description: Data related to the paper "Unlocking diverse molecular binding modes using latent feature sampling". Detailed descriptions are available at [URL].
DOI: 10.5281/zenodo.18617574
title: Unlocking diverse molecular binding modes using latent feature sampling

description: Data related to the paper "Unlocking diverse molecular binding modes using latent feature sampling". Detailed descriptions are available at [URL].
DOI: 10.15468/dl.6jfddk
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acarospora impressula",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014356-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18627994
title: COVID-19-Todesfälle in Deutschland

description: Im Datensatz "COVID-19-Todesfälle in Deutschland" des Robert Koch-Instituts werden täglich aktualisierte Informationen zu COVID-19-bedingten Todesfällen in Deutschland bereitgestellt. Die Datenerhebung erfolgt im Rahmen des Infektionsschutzgesetzes (IfSG). Der Datensatz umfasst aggregierte Todesfallzahlen nach Berichtsdatum, Altersgruppen und Bundesländern und wird ergänzt durch den Fall-Verstorbenen-Anteil. Der Datensatz ermöglicht fundierte Analysen zur Bewertung der Krankheitsschwere und Verbreitung von COVID-19 in Deutschland.
DOI: 10.15468/dl.ju2psc
title: Occurrence Download

description: A dataset containing 465 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eriotheca pubescens",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 465 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014358-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18627995
title: 7-Tage-Inzidenz der COVID-19-Fälle in Deutschland

description: Im Datensatz "7-Tage-Inzidenz der COVID-19-Fälle in Deutschland" des Robert Koch-Instituts werden die täglich aktualisierten COVID-19-Inzidenzen auf Bundes-, Landes- und Landkreisebene basierend auf den Meldungen nach dem Infektionsschutzgesetz (IfSG) bereitgestellt. Die 7-Tage-Inzidenz wird definiert als Anzahl gemeldeter Fälle der letzten sieben Tage pro 100.000 Einwohner:innen und differenziert nach Altersgruppen und Regionen. Die Datenverarbeitung erfolgt vollständig elektronisch über das Deutsche Elektronische Melde- und Informationssystem (DEMIS).
DOI: 10.15468/dl.vju9j4
title: Occurrence Download

description: A dataset containing 401741 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-58.48563 47.01814,-71.13117 48.78948,-87.51859 48.07065,-94.4448 46.03187,-101.51153 40.80351,-104.78425 35.95278,-103.71223 29.34524,-97.76965 25.09004,-83.34156 26.44932,-70.36399 34.26663,-60.3509 42.96385,-58.48563 47.01814))",
 "HasGeospatialIssue is false",
 "TaxonKey is Ixodidae"
 ]
}

 The dataset includes 401741 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014309-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fmzpvg
title: Occurrence Download

description: A dataset containing 1556 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Eragrostis viscosa"
 ]
}

 The dataset includes 1556 records from 167 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014359-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14992749
title: supplementary_datasets_Pronounced Ocean Thermal Variability triggered by Synoptic Forcing in the Eastern Eurasian Arctic
DOI: 10.5281/zenodo.18620410
title: supplementary_datasets_Pronounced Ocean Thermal Variability triggered by Synoptic Forcing in the Eastern Eurasian Arctic
DOI: 10.15468/dl.t6nq9e
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acarospora atrata",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014360-260208012135463/datasets/export for details.
DOI: 10.15468/dl.hucedq
title: Occurrence Download

description: A dataset containing 1249 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Jacaranda puberula",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1249 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014361-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hxqy4j
title: Occurrence Download

description: A dataset containing 2677 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CAN.2_1",
 "TaxonKey is Castor canadensis"
 ]
}

 The dataset includes 2677 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009080-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mwbt85
title: Occurrence Download

description: A dataset containing 1480 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 Clematis dioica"
 ]
}

 The dataset includes 1480 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009081-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ah2fp
title: Occurrence Download

description: A dataset containing 3818 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección Marina Estación Científica Charles Darwin"
 ]
}

 The dataset includes 3818 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009082-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d3xrke
title: Occurrence Download

description: A dataset containing 1846 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Biodiversidad en las propuestas para declaratoria de Áreas Protegidas en los Municipios de Dagua, Restrepo, La Cumbre y Vijes y un Grupo de Reservas Naturales de la Sociedad Civil"
 ]
}

 The dataset includes 1846 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009084-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17461692
title: A T-DINEOF model for multiple oceanic variables reconstruction

description: This dataset includes the experimental data for the three subregions discussed in the article.
DOI: 10.15468/dl.e887da
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "GadmGid is one of (COL.22.28_2)",
 "TaxonKey is one of (Aves [GBIF Backbone Taxonomy], Mammalia [GBIF Backbone Taxonomy])",
 "Elevation 2000-4000m"
 ]
 }
 ]
}

 The dataset includes 71 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009085-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nwzn3q
title: Occurrence Download

description: A dataset containing 343 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "GadmGid is CAN.2_1",
 "TaxonKey is Neotoma cinerea"
 ]
}

 The dataset includes 343 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009087-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tf3kv7
title: Occurrence Download

description: A dataset containing 262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Clematis polygama"
 ]
}

 The dataset includes 262 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009088-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48610/808c370
title: 2024 Scott Teaching Trial

description: This dataset contains multispectral imagery and derived geospatial products collected during a teaching trial conducted at The University of Queensland. The trial aimed to demonstrate UAV-based remote sensing techniques and data processing workflows for students in agricultural and environmental science courses.

A DJI 3 Multispectral UAV was used to capture high-resolution imagery across multiple spectral bands, including blue, green, red, red-edge, and near-infrared. Data were collected under clear-sky conditions following a standard reflectance calibration procedure using field calibration panels.

Post-processing was performed using Agisoft Metashape to generate orthomosaics and digital elevation models (DEMs). The dataset provides both the raw multispectral images and the derived geospatial products for educational and research use.

This dataset serves as a resource for learning about UAV data acquisition, image calibration, orthomosaic generation, and vegetation index analysis.
DOI: 10.5281/zenodo.10073627
title: Abiotic controls on warm-water carbonates through geological times

description: Evaluation of global carbonate distribution and accumulation over the past 265 Myr accounting for changes in paleogeography, plate tectonics, and paleo-climatic conditions.
description: The approach relies on (1) paleo-environmental ocean variables from the HadCM3 (BRIDGE) coupled atmosphere-ocean-vegetation Hadley Centre climate models, (2) the observed modern photozoan-T factory defined after Michel et al., (3) the updated continental margins and paleocoastlines dataset available on Zenodo based on the paleogeography maps from the PALEOMAP project, and (4) sediment flux derived from global scale landscape evolution model for the Phanerozoic HydroShare. In addition, sensitivity tests are making use of the fossil records from the Paleo Reefs PARED database.

Data Acquisition

Paleo-environmental oceanic variables from the HadCM3 climate models  for both smoothed and Foster et al. CO2 curves are available from the Bristol Research Initiative for the Dynamic Global Environment (BRIDGE) website: (BRIDGE) https://www.paleo.bristol.ac.uk}{https://www.paleo.bristol.ac.uk.

The observed modern photozoan-T factory is available from Laugié et al. 2019. The updated continental margins and paleo-coastlines dataset from Kocsis et al., 2021 are compiled in a Zenodo repository available from https://doi.org/10.5281/zenodo.3903163.

Finally, sediment and water flux derived from the global scale landscape evolution model Salles et al. 2023 are available for the Phanerozoic from HydroShare.

Scientific software

The scientific software used in this study, Biomod2, is written in R language and is available from CRAN from the following url: https://cran.r-project.org/web/packages/biomod2/index.html and the software documentation can be found in https://biomodhub.github.io/biomod2. Examples of R and Python scripts, as well as Jupyter Notebooks used in our pre- and post-processing workflows, are available from the following GitHub link: https://github.com/Geodels/paleoReef.
description: All provided data are available as geotiff and netcdf files.

The dataset contains the environmental variables for each time slice (approximately every 5 Myr) and for 2 CO2 scenarios (Foster & Smooth curves - FosterCO2.zip and Smooth_CO2.zip):



currents

ocean stream

SSS max

SSS min

SST max

SST min

sediment influx


Then the results from the species distribution model (BIOMOD2) ensemble models are provided for each CO2 scenarios and contains four variables (Foster_ensemble.zip and Smooth_ensemble.zip as geotiff and ensemble_Foster.zip and ensemble_Smooth.zip as netcdf): 



median of probabilities (median),

mean of probabilities (mean),

weighted mean of probabilities according to single evaluation scores (wmean) and

committee averaging score (ca):


Additional information are provided in the companion GitHub repository.
DOI: 10.5281/zenodo.17489197
title: Abiotic controls on warm-water carbonates through geological times

description: Evaluation of global carbonate distribution and accumulation over the past 265 Myr accounting for changes in paleogeography, plate tectonics, and paleo-climatic conditions.
description: The approach relies on (1) paleo-environmental ocean variables from the HadCM3 (BRIDGE) coupled atmosphere-ocean-vegetation Hadley Centre climate models, (2) the observed modern photozoan-T factory defined after Michel et al., (3) the updated continental margins and paleocoastlines dataset available on Zenodo based on the paleogeography maps from the PALEOMAP project, and (4) sediment flux derived from global scale landscape evolution model for the Phanerozoic HydroShare. In addition, sensitivity tests are making use of the fossil records from the Paleo Reefs PARED database.

Data Acquisition

Paleo-environmental oceanic variables from the HadCM3 climate models  for both smoothed and Foster et al. CO2 curves are available from the Bristol Research Initiative for the Dynamic Global Environment (BRIDGE) website: (BRIDGE) https://www.paleo.bristol.ac.uk}{https://www.paleo.bristol.ac.uk.

The observed modern photozoan-T factory is available from Laugié et al. 2019. The updated continental margins and paleo-coastlines dataset from Kocsis et al., 2021 are compiled in a Zenodo repository available from https://doi.org/10.5281/zenodo.3903163.

Finally, sediment and water flux derived from the global scale landscape evolution model Salles et al. 2023 are available for the Phanerozoic from HydroShare.

Scientific software

The scientific software used in this study, Biomod2, is written in R language and is available from CRAN from the following url: https://cran.r-project.org/web/packages/biomod2/index.html and the software documentation can be found in https://biomodhub.github.io/biomod2. Examples of R and Python scripts, as well as Jupyter Notebooks used in our pre- and post-processing workflows, are available from the following GitHub link: https://github.com/Geodels/paleoReef.
description: All provided data are available as geotiff and netcdf files.

The dataset contains the environmental variables for each time slice (approximately every 5 Myr) and for 2 CO2 scenarios (Foster & Smooth curves - FosterCO2.zip and Smooth_CO2.zip):



currents

ocean stream

SSS max

SSS min

SST max

SST min

sediment influx


Then the results from the species distribution model (BIOMOD2) ensemble models are provided for each CO2 scenarios and contains four variables (Foster_ensemble.zip and Smooth_ensemble.zip as geotiff and ensemble_Foster.zip and ensemble_Smooth.zip as netcdf): 



median of probabilities (median),

mean of probabilities (mean),

weighted mean of probabilities according to single evaluation scores (wmean) and

committee averaging score (ca):


Additional information are provided in the companion GitHub repository.
DOI: 10.15468/dl.r5sn2m
title: Occurrence Download

description: A dataset containing 181 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 Clematis rhodocarpa"
 ]
}

 The dataset includes 181 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009089-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17438577
title: An Advanced 65-Year (1958–2022) Hourly Global Coastal Total Sea Level Hindcast Dataset (GTSL65)

description: This 65-year high-resolution (1/12 degree) global coastal total sea level dataset (GTSL65) was produced based on ECCC's Global Deterministic storm Surge Prediction System (GDSPS). GTSL65 dynamically includes contributions from storm surges, tides, baroclinicity, and their nonlinear interactions. Special efforts have been made to include or improve these components through nudging of deep water tidal transports, nudging of 3D temperature and salinity, and by calibrating the wind drag coefficient.

The dataset includes both the shoreline grid data produced by the control run (YYYY_shoreline.nc.gz and shoreline_lonlat.nc.gz) and tide-gauge data (tide_gauge.tar.gz) used in Wang and Bernier (2025). https://doi.org/10.1016/j.wace.2025.100805   

Note: the first 40 days of data in 1958 were discarded to account for model spin-up.
DOI: 10.5281/zenodo.17438578
title: An Advanced 65-Year (1958–2022) Hourly Global Coastal Total Sea Level Hindcast Dataset (GTSL65)

description: This 65-year high-resolution (1/12 degree) global coastal total sea level dataset (GTSL65) was produced based on ECCC's Global Deterministic storm Surge Prediction System (GDSPS). GTSL65 dynamically includes contributions from storm surges, tides, baroclinicity, and their nonlinear interactions. Special efforts have been made to include or improve these components through nudging of deep water tidal transports, nudging of 3D temperature and salinity, and by calibrating the wind drag coefficient.

The dataset includes both the shoreline grid data produced by the control run (YYYY_shoreline.nc.gz and shoreline_lonlat.nc.gz) and tide-gauge data (tide_gauge.tar.gz) used in Wang and Bernier (2025). https://doi.org/10.1016/j.wace.2025.100805   

Note: the first 40 days of data in 1958 were discarded to account for model spin-up.
DOI: 10.6084/m9.figshare.30486179
title: Co-creating an intervention to prevent injuries and reduce attrition of police force recruits: A concept mapping study of police force recruits, police force staff, health professionals, and research experts

description: The objective was to identify and prioritise the key strategies perceived as important and feasible to reduce the prevalence, incidence, and burden of injury in police force recruits. We performed a mixed-methods concept mapping study. Forty-eight participants were recruited from four broad groups: police force recruits/officers; police force staff; health professionals; and research experts. Participants brainstormed statements in response to a prompt (“To prevent injury and/or reduce the impact of injury on law enforcement recruit training, I think it’s important to….”) before sorting and rating the statements/strategies for importance and feasibility. Descriptive statistics, multi-dimensional scaling, hierarchical cluster analysis, pattern matching and Welch’s t-tests were applied. Ninety-six unique prevention strategies were provided (42 were above the grand mean for importance and feasibility). Eight clusters appropriately represented all statements. From highest to lowest mean cluster importance these were: i) Clearly communicate physical training program expectations and requirements, ii) Prepare for, monitor and manage physical training load, iii) Provide best practice injury identification, prevention and management, iv) Educate recruits, staff and other stakeholders involved in academy training delivery, v) Provide a supportive training environment that promotes health, wellbeing and injury reporting, vi) Have experienced staff deliver training and use appropriate equipment, vii) Deliver a comprehensive and holistic physical training program, and viii) Have appropriate physical entry standards and requirements. We identified 42 important and feasible strategies to reduce the burden of injury in police force recruits, which can be implemented by recruits, staff delivering the training program, and/ or staff managing or governing the training program.<br>