cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/s49-93k-8m4
title: Bupleurum fruticosum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/b1x-5yq-6al
title: Aegilops neglecta Req. ex Bertol.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/e57-x1y-9hv
title: Aegilops neglecta Req. ex Bertol.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1x7-dh2-c13
title: Cota tinctoria subsp. parnassica (Boiss. & Heldr.) Oberpr. & Greuter

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/7cn-cej-2m1
title: Bellis perennis L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4n7-pbh-hjj
title: Capsella bursa-pastoris (L.) Medik.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/wye-jz8-807
title: Anthemis arvensis subsp. arvensis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.4a3rk5
title: Occurrence Download

description: A dataset containing 168154 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Euphorbia hypericifolia L., Foeniculum vulgare Mill., Furcraea foetida (L.) Haw., Indigofera suffruticosa Mill., Jatropha curcas L., Kalanchoe pinnata (Lam.) Pers., Leonurus japonicus Houtt., Leucaena diversifolia (Schltdl.) Benth., Melinis minutiflora P.Beauv., Mesosphaerum pectinatum (L.) Kuntze)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 168154 records from 1756 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113039-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e227821
title: Employment Projections 3

description: Employment by industry, occupation, and percent distribution, 2023 and projected 2033.
DOI: 10.3886/e227821v1
title: Employment Projections 3

description: Employment by industry, occupation, and percent distribution, 2023 and projected 2033.
DOI: 10.15468/dl.7ccrrq
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Notophthalmus meridionalis meridionalis)"
 ]
}

 The dataset includes 19 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005337-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15304926
title: КРАЕВЕДЧЕСКАЯ И ИЗДАТЕЛЬСКАЯ ДЕЯТЕЛЬНОСТЬ СТАТИСТИЧЕСКИХ КОМИТЕТОВ ТУРКЕСТАНА (ВТОРАЯ ПОЛОВИНА XIX – НАЧАЛО XX ВВ.)
DOI: 10.5281/zenodo.15304927
title: КРАЕВЕДЧЕСКАЯ И ИЗДАТЕЛЬСКАЯ ДЕЯТЕЛЬНОСТЬ СТАТИСТИЧЕСКИХ КОМИТЕТОВ ТУРКЕСТАНА (ВТОРАЯ ПОЛОВИНА XIX – НАЧАЛО XX ВВ.)
DOI: 10.15468/dl.tn2f2u
title: Occurrence Download

description: A dataset containing 367 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Anaxyrus baxteri (Porter, 1968))"
 ]
}

 The dataset includes 367 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005339-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yg3wdz
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-5.38195 35.9124,-5.34859 35.87126,-5.24224 35.86183,-5.23058 35.90626,-5.25669 35.95509,-5.39399 35.95393,-5.38195 35.9124))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Elasmobranchii, Holocephali)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005340-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e227806
title: Employment Projections 2

description: Employment by industry, occupation, and percent distribution, 2023 and projected 2033.
DOI: 10.3886/e227806v1
title: Employment Projections 2

description: Employment by industry, occupation, and percent distribution, 2023 and projected 2033.
DOI: 10.57703/ce-mejnd
title: B67

description: AFM and Bruker interferometer
DOI: 10.15468/dl.v9hh4n
title: Occurrence Download

description: A dataset containing 7852 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Rana aurora Baird & Girard, 1852)"
 ]
}

 The dataset includes 7852 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005341-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13738006
title: Disrupted development of sensory systems and the cerebellum in a zebrafish ebf3a mutant

description: Behavior and imaging data for the ebf3a mutant zebrafish line. Also, Supplementary Data S1, which contains additional RNA-seq analyses and code.
DOI: 10.5281/zenodo.13738007
title: Disrupted development of sensory systems and the cerebellum in a zebrafish ebf3a mutant

description: Behavior and imaging data for the ebf3a mutant zebrafish line. Also, Supplementary Data S1, which contains additional RNA-seq analyses and code.
DOI: 10.5281/zenodo.15304810
title: Disrupted development of sensory systems and the cerebellum in a zebrafish ebf3a mutant

description: Behavior and imaging data for the ebf3a mutant zebrafish line. Also, Supplementary Data S1, which contains additional RNA-seq analyses and code.
DOI: 10.5066/f7gb23bw
title: Weather Research and Forecasting (WRF): Puerto Rico & US Virgin Islands Dynamical Downscaled Climate Change Projections

description: The Weather Research and Forecasting (WRF) model was used to downscale select general circulation models (GCMs) that participated in the Coupled Model Intercomparison Project (CMIP5). WRF was used to produce output at a 2-km horizontal resolution for Puerto Rico and the US Virgin Islands by applying a 30-km/10- km/2-km one-way nest. Data from each nest was archived. Two twenty-year time slices from two CMIP5 GCMs were dynamically downscaled using WRF, a historical time slice (1985-2005) and a future time slice (2040-2060). The CMIP5 GCMs downscaled included the Community Climate System Model (CCSM4) and the Centre National de Recherches Meteorologiques-CERFACS (CNRM). The high Greenhouse Gas Emission Scenario, RCP8.5, was downscaled for the future time slice. The output parameters saved were in response to the needs of physical scientists and other stakeholders within the islands, including ecologists, biologists, and hydrologists.
DOI: 10.15468/dl.6fr9gh
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Notophthalmus meridionalis meridionalis)"
 ]
}

 The dataset includes 19 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005342-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15304945
title: DEVELOPMENT OF TECHNOLOGY FOR PRODUCING HIGH-QUALITY FLOUR VARIETIES FROM LOCAL WHEAT GRAIN AND IMPROVING THEIR BIOLOGICAL PROPERTIES
DOI: 10.5281/zenodo.15304946
title: DEVELOPMENT OF TECHNOLOGY FOR PRODUCING HIGH-QUALITY FLOUR VARIETIES FROM LOCAL WHEAT GRAIN AND IMPROVING THEIR BIOLOGICAL PROPERTIES
DOI: 10.15468/dl.jrvb76
title: Occurrence Download

description: A dataset containing 367 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Anaxyrus baxteri (Porter, 1968))"
 ]
}

 The dataset includes 367 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005343-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r3k8sm
title: Occurrence Download

description: A dataset containing 5967 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Rana boylii Baird, 1854)"
 ]
}

 The dataset includes 5967 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005346-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57703/ce-8xd6f
title: R67

description: Bruker contour GT
DOI: 10.15468/dl.z3ccrn
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Culex guiarti Blanchard, 1905"
 ]
}

 The dataset includes 86 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005344-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qhc5xt
title: Occurrence Download

description: A dataset containing 67071 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Culex quinquefasciatus Say, 1823"
 ]
}

 The dataset includes 67071 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005333-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ge8bdw
title: Occurrence Download

description: A dataset containing 149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Notophthalmus perstriatus (Bishop, 1941))"
 ]
}

 The dataset includes 149 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005347-250426092105405/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.28892858
title: <b>Masturbation and Sexual Relationship in the Heterosexual Couple Context: Examining Sexual Functioning</b>

description: <b>Masturbation and Sexual Relationship in the Heterosexual Couple Context: Examining Sexual Functioning</b><br>Oscar Cervilla, Carmen Gómez-Berrocal, and Juan Carlos Sierra<br>Mind, Brain and Behavior Research Center, University of Granada, Spain
DOI: 10.15468/dl.cacpp8
title: Occurrence Download

description: A dataset containing 5967 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Rana boylii Baird, 1854)"
 ]
}

 The dataset includes 5967 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005351-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vfajqq
title: Occurrence Download

description: A dataset containing 35922 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Anaxyrus boreas (Baird & Girard, 1852))"
 ]
}

 The dataset includes 35922 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005349-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pun8t6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Reptilia",
 "Year is 1970"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005350-250426092105405/datasets/export for details.
DOI: 10.15468/dl.97nsfm
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andrena malacothricidis Thorp, 1969"
 ]
}

 The dataset includes 10 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005352-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twcev8
title: Occurrence Download

description: A dataset containing 149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Notophthalmus perstriatus (Bishop, 1941))"
 ]
}

 The dataset includes 149 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005353-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3gbag6
title: Occurrence Download

description: A dataset containing 3110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Rana cascadae Slater, 1939)"
 ]
}

 The dataset includes 3110 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005354-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15304940
title: Twice Broken: Constitutional Crisis, Institutional Erosion, and the Arc from Watergate to Trump

description: This dataset provides the Python code and instructions needed to visualize structural regime shifts in the Polity2 democracy scores for the United States between 1900 and 2020.

The code focuses on detecting two major regime breaks in U.S. democracy:- The Watergate scandal (~1974)- The Trump era (~2015–2016)

The upload contains:- **Google Collab Code.docx**: A Word document containing ready-to-run Python code.- **README.txt**: Instructions for running the code using Google Colab.- **p5v2018.xls**: The Polity5 dataset (needed to generate the democracy trend plots).

## Usage Instructions1. Open the `Google Collab Code.docx` file.2. Copy and paste the Python code into a new Google Colab notebook.3. Upload the `p5v2018.xls` file into your Google Colab session.4. Run all code cells.

The code generates a clear time-series plot of Polity2 scores, highlighting major regime shifts in U.S. democratic performance.

## PurposeThis dataset supports the research project titled:> *Twice Broken: Constitutional Crisis, Institutional Erosion, and the Arc from Watergate to Trump*

The visualization is intended for scholars, students, and researchers studying democratic erosion, constitutional crises, and U.S. political development.

## AuthorScott Brown (University of Puerto Rico at Río Piedras)

## LicenseCreative Commons Attribution 4.0 International (CC BY 4.0)

---
DOI: 10.5521/forestplots.net/2024_4
title: Data package for 'Variation in wood density across South American tropical forests. 2024'
DOI: 10.5281/zenodo.15304833
title: Computational Fluid Dynamics-Generated Training Datasets for Artifical Intellingence-Assisted Thermal Storage System Optimization

description: This dataset contains the results of an extensive computational fluid dynamics (CFD) parametric study conducted to simulate the performance of advanced cascade-packed bed latent heat storage (PBLHS) systems. Using COMSOL Multiphysics, the study modeled fluid flow and heat transfer within a porous packed bed containing three layers of composite phase change materials (CPCMs), each layer with different melting points tailored for efficient waste heat recovery (25–600 °C).

The CFD model incorporated detailed physical phenomena including non-Darcian flow using the Ergun equation, local thermal nonequilibrium (LTNE) heat transfer, dynamic variations of thermophysical properties with temperature, and heat losses through tank boundaries. A Latin Hypercube Sampling (LHS) approach was used to systematically vary key design parameters, including tank dimensions, particle sizes, insulation thickness, flow rates, charging/discharging times, and PCM melting points.

The resulting dataset includes 620 validated simulation cases, with each case providing both charging and discharging thermal performance metrics, including stored and recovered heat quantities, total efficiencies, and relevant fluid/thermal field outputs.

This dataset was employed to train deep learning models for rapid prediction and optimization of PBLHS performance, as presented in the article "An Integrated Machine Learning and Metaheuristic Approach for Advanced Packed Bed Latent Heat Storage System Design and Optimization" (Energy, 2024, https://doi.org/10.1016/j.energy.2024.131149).

The simulations were conducted under the REDTHERM project, funded by the European Commission (Grant No. 101068507), aiming to advance medium-to-high temperature thermal storage technologies based on waste-derived materials.
DOI: 10.5281/zenodo.15304834
title: Computational Fluid Dynamics-Generated Training Datasets for Artifical Intellingence-Assisted Thermal Storage System Optimization

description: This dataset contains the results of an extensive computational fluid dynamics (CFD) parametric study conducted to simulate the performance of advanced cascade-packed bed latent heat storage (PBLHS) systems. Using COMSOL Multiphysics, the study modeled fluid flow and heat transfer within a porous packed bed containing three layers of composite phase change materials (CPCMs), each layer with different melting points tailored for efficient waste heat recovery (25–600 °C).

The CFD model incorporated detailed physical phenomena including non-Darcian flow using the Ergun equation, local thermal nonequilibrium (LTNE) heat transfer, dynamic variations of thermophysical properties with temperature, and heat losses through tank boundaries. A Latin Hypercube Sampling (LHS) approach was used to systematically vary key design parameters, including tank dimensions, particle sizes, insulation thickness, flow rates, charging/discharging times, and PCM melting points.

The resulting dataset includes 620 validated simulation cases, with each case providing both charging and discharging thermal performance metrics, including stored and recovered heat quantities, total efficiencies, and relevant fluid/thermal field outputs.

This dataset was employed to train deep learning models for rapid prediction and optimization of PBLHS performance, as presented in the article "An Integrated Machine Learning and Metaheuristic Approach for Advanced Packed Bed Latent Heat Storage System Design and Optimization" (Energy, 2024, https://doi.org/10.1016/j.energy.2024.131149).

The simulations were conducted under the REDTHERM project, funded by the European Commission (Grant No. 101068507), aiming to advance medium-to-high temperature thermal storage technologies based on waste-derived materials.
DOI: 10.48597/u3a2-h86d
title: Measurement of Aerosol light scattering at Hohenpeissenberg

description: Measurement of Aerosol light scattering at Hohenpeissenberg
DOI: 10.48597/48h3-9bam
title: Measurement of Aerosol light scattering at Hohenpeissenberg

description: Measurement of Aerosol light scattering at Hohenpeissenberg
DOI: 10.48597/57jd-a98b
title: Measurement of Aerosol light scattering at Hohenpeissenberg

description: Measurement of Aerosol light scattering at Hohenpeissenberg
DOI: 10.48597/5xze-mq4n
title: Measurement of Aerosol light scattering at Hohenpeissenberg

description: Measurement of Aerosol light scattering at Hohenpeissenberg
DOI: 10.48597/85mf-qsfp
title: Measurement of Aerosol light scattering at Hohenpeissenberg

description: Measurement of Aerosol light scattering at Hohenpeissenberg
DOI: 10.48597/88vq-7srs
title: Measurement of Aerosol light scattering at Hohenpeissenberg

description: Measurement of Aerosol light scattering at Hohenpeissenberg
DOI: 10.48597/dxy9-u37s
title: Aerosol light scattering at Hohenpeissenberg

description: Measurement of Aerosol light scattering at Hohenpeissenberg
DOI: 10.48597/fasw-a8cr
title: Measurement of Aerosol light scattering at Hohenpeissenberg

description: Measurement of Aerosol light scattering at Hohenpeissenberg
DOI: 10.48597/pc85-6r8k
title: Measurement of Aerosol light scattering at Hohenpeissenberg

description: Measurement of Aerosol light scattering at Hohenpeissenberg
DOI: 10.48597/st3k-xmq4
title: Measurement of Aerosol light scattering at Hohenpeissenberg

description: Measurement of Aerosol light scattering at Hohenpeissenberg
DOI: 10.48597/kc7u-6cag
title: Measurement of Aerosol light scattering at Hohenpeissenberg

description: Measurement of Aerosol light scattering at Hohenpeissenberg
DOI: 10.15468/dl.rgdgnu
title: Occurrence Download

description: A dataset containing 35922 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Anaxyrus boreas (Baird & Girard, 1852))"
 ]
}

 The dataset includes 35922 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005356-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15304788
title: W ACE potentials

description: W (linear) ACE potentials.

UK Ministry of Defence © British Crown Owned Copyright 2025/AWE
DOI: 10.5281/zenodo.15304789
title: W ACE potentials

description: W (linear) ACE potentials.

UK Ministry of Defence © British Crown Owned Copyright 2025/AWE
DOI: 10.15468/dl.jjnd4n
title: Occurrence Download

description: A dataset containing 218 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Culex duttoni Theobald, 1901"
 ]
}

 The dataset includes 218 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005357-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8qpjkr
title: Occurrence Download

description: A dataset containing 298 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Culex decens Theobald, 1901"
 ]
}

 The dataset includes 298 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005359-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mfq8ea
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Reptilia",
 "Year is 1971"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005361-250426092105405/datasets/export for details.