cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.8ja578
title: Occurrence Download

description: A dataset containing 241 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Hoplocampa testudinea (Klug, 1816)"
 ]
}

 The dataset includes 241 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036135-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12131134
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.21227/php4-4x90
title: "MEDIA PLAYER MANAGEMENT SYSTEM PROJECT REPORT"

description: "Now a day everyone listens to music and have the need to install a player in their respective devices (PCs, laptops, etc.) to play desired songs and watch videos. Media player is one candidate among all the players which enables a user to listen and play songs\/music whenever he\/she wants. Media Player allows a normal user to open the media files in which the most popular formats include .mp3 Media Player provides options for play, pause, stop, creation of playlist, etc. Media Player is a small compact player but with great abilities. The entire \u201cProblem Definition\u201d includes the design of this media player so as to provide a nice interface to the users and easiness to listen the music. Recently, MP3 become popular in this generation. Most of the software companies develop so many types of players which support MP3 file (e.g. Winamp, Window Media Player, Real, RealOne, etc). Media Player is basically a facility for music lovers. This player has an inbuilt ID3 tag editor. To achieve this we have chosen Java as the implementation language as Java is platform independent. Hence, the application can be run on any platform following Java\u2019s \u201cWrite once run anywhere\u201d philosophy."
DOI: 10.15468/dl.nwjykt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sclerophrys pusilla (Mertens, 1937)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.6306 -23.844,35.6007 -23.8125,35.6007 -24.0157,35.6306 -23.844))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036136-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15640832
title: Supplementary data to research paper "Frequency and area affected by critical rainfall conditions triggering debris flows increase in a changing climate"

description: Data description

Climate data

The climate data comprises observational and climate scenario data for rainfall events that potentially trigger torrent processes. Empirical intensity-duration relationships were established by integrating event data from the Austrian torrent event catalog with high-resolution, hourly re-analysis precipitation data. Critical rainfall conditions were identified for two primary process types: debris flow and fluvial, for three physio-climatic regions.

The data represents the number of precipitation events per year that exceed critical rainfall thresholds over a period of up to five consecutive days. An event is counted only the fist time it exceeds a critical threshold to prevent double-counting. The thresholds vary over the regions and are appended to each dataset.

The dataset includes one file for each process type for the observational data SPARTACUS, and one file for each process type and model for the Austrian climate scenarios ÖKS15.

Resolution:

       Time: Annual       Space: 1 x 1 km grid       Domain: Austria

 

Torrent data

Torrent event data include the event date, process type, and triggering rainfall metrics (total event precipitation, rainfall duration, rainfall intensity, maximum intensity, antecedent precipitation for 1, 3, 7 and 28 days), mapped to the catchment centroids. The data source denotes the WLK database (source = 1), supplemented with events from ERDOK (source = 2), respectively.

 

Slope mask

A shapefile that masks areas with slopes below 15°.

 

Regions

The three physio-climatic regions in Austria used in the paper are available as geopackage.

 

Data sources

INCA: https://doi.org/10.60669/6akt-5p05

SPARTACUS: https://doi.org/10.60669/m6w8-s545

ÖKS15: https://doi.org/10.60669/b37q-jd39

Physio-climatic regions: https://doi.org/10.1016/j.envsoft.2025.106324
DOI: 10.15468/dl.pzmkp5
title: Occurrence Download

description: A dataset containing 215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Tetracerus quadricornis (Blainville, 1816)"
 ]
}

 The dataset includes 215 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036138-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15640615
title: Transformer-Based Enzyme Classification: Models and Dataset

description: Transformer-Based Enzyme Classification:Models and DatasetThis dataset contains trained ESM2 transformer models and curated datasets for enzymeclassification and EC function prediction.i

🎯 ApplicationPredict enzyme function for S. cerevisiae genes with unknown functionality:1. Is the gene an enzyme?2. If so, what is the EC commission number?

📊 PerformanceBinary Enzyme Classification:● Accuracy: 96.5%● Specificity: 98.0%● Sensitivity: 94.4%

Related RepositoryGitHub Code: https://github.com/naomifridman/transformer-based-enzyme-classificationContains:● Prediction scripts● Attention mechanism analysis● Visualization tools● Usage examples
DOI: 10.15468/dl.ujzz3z
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Semnodactylus wealii (Boulenger, 1882)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.0251 -31.3959,30.5701 -30.7329,30.5701 -28.5786,25.5395 -28.5786,25.5395 -32.9007,28.2048 -32.9007,28.5753 -32.6569,29.4902 -31.7517,30.0251 -31.3959))"
 ]
}

 The dataset includes 29 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036139-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15640854
title: Pea protein cross-linking using Transglutaminase

description: R scripts to analyse pea protein cross-linking mass spectrometry data after HMW pre-fractionation. MS raw data needed to run the scripts and can be accessed under PXD064875 & JPST003864.

Unzip file, run 00_Wrapper.R script in R.
DOI: 10.5281/zenodo.15524328
title: Automated decision-making in public administration

description: This file includes metadata of the list of published articles used in a literature analysis (manuscript currently under peer-review). It includes article author names, article title, the complete reference, and the initial codes assigned by the manuscript authors.
DOI: 10.5281/zenodo.15640866
title: Automated decision-making in public administration

description: This file includes metadata of the list of published articles used in a literature analysis (manuscript currently under peer-review). It includes article author names, article title, the complete reference, and the initial codes assigned by the manuscript authors.
DOI: 10.7910/dvn/sidyux
title: Clinical features and mortality risk factors in non-HIV elderly patients with cryptococcal meningitis: A retrospective cohort study from 2013 to 2022

description: The data in the article
DOI: 10.15468/dl.3chvw7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Crassula perforata",
 "Geometry POLYGON((29.76451 -26.09643, 32.1599 -26.09643, 32.1599 -22.51877, 29.76451 -22.51877, 29.76451 -26.09643))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036142-250525065834625/datasets/export for details.
DOI: 10.15468/dl.fwt92b
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Semnodactylus wealii (Boulenger, 1882)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.5701 -24.0715,25.5395 -24.0715,25.5395 -28.5786,30.5701 -28.5786,30.5701 -24.0715))"
 ]
}

 The dataset includes 69 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036141-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fh2td5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Cymbopogon excavatus",
 "Geometry POLYGON((29.76451 -26.09643, 32.1599 -26.09643, 32.1599 -22.51877, 29.76451 -22.51877, 29.76451 -26.09643))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036143-250525065834625/datasets/export for details.
DOI: 10.15468/dl.yu6g8p
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Cymbopogon plurinodis",
 "Geometry POLYGON((29.76451 -26.09643, 32.1599 -26.09643, 32.1599 -22.51877, 29.76451 -22.51877, 29.76451 -26.09643))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036144-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15639893
title: ParliamentSampo Knowledge Graph

description: The ParliamentSampo Knowledge Graph includes data regarding Finnish Parliamentary debates and actors. The RDF data has been converted using data from the Parliament of Finland's open data services and Wikidata.

The Knowledge Graph contains harmonized data of



speeches from the plenary sessions of the Finnish Parliament 1907–2024, and

members and organizations of the Parliament.


The data model is designed for representing speeches, interruptions, items (on agenda), documents and other aspects related to plenary session speeches and minutes as well as member of the parliament and biographical information about them focusing on their political career.

This dataset is available on a public SPARQL endpoint (http://ldf.fi/semparl/sparql).

To test and demonstrate its usefulness, this Knowledge Graph is in use in the semantic portal ParliamentSampo, explained in more detail in the project page.

The Knowledge Graph can be downloaded also as CSV and XML files. See the dataset page on LDF.fi for more details.



Version history



1.0.0, February 2023: Initial public release

1.0.1, April 2024: README.md addition

1.1.0, December 2024: added speeches from end of the year 2022, parliamentary session 2023, plenary sessions 112/1999, 120/1999 and 54/2016; changes to speeches in the plenary session 118/1999; fixes to "group of speaker" of speeches

1.2.0, February 2025: added speeches from the parliamentary session 2024

1.2.1, June 2025: fixes to speeches in plenary sessions 86–132/1999 (In dataset versions 1.1.0 and 1.2.0 some speeches were erroneously mixed: the same speech id had content of two speeches. This was due to processing the source data of the plenary sessions both from PDF files and HTML files. The current data on these plenary sessions is based only on the HTML source data.)
DOI: 10.5281/zenodo.7636419
title: ParliamentSampo Knowledge Graph

description: The ParliamentSampo Knowledge Graph includes data regarding Finnish Parliamentary debates and actors. The RDF data has been converted using data from the Parliament of Finland's open data services and Wikidata.

The Knowledge Graph contains harmonized data of



speeches from the plenary sessions of the Finnish Parliament 1907–2024, and

members and organizations of the Parliament.


The data model is designed for representing speeches, interruptions, items (on agenda), documents and other aspects related to plenary session speeches and minutes as well as member of the parliament and biographical information about them focusing on their political career.

This dataset is available on a public SPARQL endpoint (http://ldf.fi/semparl/sparql).

To test and demonstrate its usefulness, this Knowledge Graph is in use in the semantic portal ParliamentSampo, explained in more detail in the project page.

The Knowledge Graph can be downloaded also as CSV and XML files. See the dataset page on LDF.fi for more details.



Version history



1.0.0, February 2023: Initial public release

1.0.1, April 2024: README.md addition

1.1.0, December 2024: added speeches from end of the year 2022, parliamentary session 2023, plenary sessions 112/1999, 120/1999 and 54/2016; changes to speeches in the plenary session 118/1999; fixes to "group of speaker" of speeches

1.2.0, February 2025: added speeches from the parliamentary session 2024

1.2.1, June 2025: fixes to speeches in plenary sessions 86–132/1999 (In dataset versions 1.1.0 and 1.2.0 some speeches were erroneously mixed: the same speech id had content of two speeches. This was due to processing the source data of the plenary sessions both from PDF files and HTML files. The current data on these plenary sessions is based only on the HTML source data.)
DOI: 10.15468/dl.rtr3sz
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((15.35784 40.93914,15.48611 40.93914,15.48611 41.07475,15.35784 41.07475,15.35784 40.93914))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 110 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036145-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15623567
title: Study of single cells in the human body

description: A7F9B3X2
DOI: 10.5281/zenodo.15623568
title: Study of single cells in the human body

description: A7F9B3X2
DOI: 10.15468/dl.8ucq7r
title: Occurrence Download

description: A dataset listing the 614750 species recorded in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2019-2020"
 ]
}

 The dataset's 614750 records were derived from 15096 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036133-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jh6ayq
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Schlechtendalia chinensis, Schlechtendalia peitan, Nurudea shiraii, Nurudea yanoniella, Nurudea meitanensis, Kaburagia rhusicola, Meitanaphis elongallis)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Country is one of (China, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060962-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwzwry
title: Occurrence Download

description: A dataset containing 124137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Algeria, Angola, Benin, Botswana, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Morocco, Mozambique, Namibia, Niger, Nigeria, Rwanda, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Zambia, Zimbabwe, Western Sahara, Réunion, Mayotte, Saint Helena, Ascension and Tristan da Cunha, British Indian Ocean Territory, French Southern Territories)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1978",
 "Year is less than or equal to 1978"
 ]
}

 The dataset includes 124137 records from 478 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060947-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gctmy2
title: Occurrence Download

description: A dataset containing 9132 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dactylorhiza elata"
 ]
}

 The dataset includes 9132 records from 235 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060963-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rxx4wf
title: Occurrence Download

description: A dataset containing 571 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arborophila ardens"
 ]
}

 The dataset includes 571 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060966-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w82tae
title: Occurrence Download

description: A dataset containing 430 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dactylorhiza majalis occidentalis"
 ]
}

 The dataset includes 430 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060967-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twa6vs
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dactylorhiza fuchsii x majalis"
 ]
}

 The dataset includes 49 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060970-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pwrbep
title: Occurrence Download

description: A dataset containing 3257 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dactylorhiza majalis sphagnicola"
 ]
}

 The dataset includes 3257 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060969-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8d7mfr
title: Occurrence Download

description: A dataset containing 175 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gorsachius magnificus"
 ]
}

 The dataset includes 175 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060971-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nr9had
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dactylorhiza praetermissa x Dactylorhiza traunsteineri"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060972-250827131500795/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.30121135
title: GWAS of eye disease from Taiwan Biobank

description: Eye diseases, including cataracts, glaucoma, diabetes retinopathy, and age-related macular degeneration, are major global health challenges and leading causes of blindness. This study leveraged genome-wide association studies (GWAS) involving over 100,000 individuals, integrating data from the Taiwan Biobank and National Health Insurance Research Database, to identify genetic loci associated with disease onset
DOI: 10.6084/m9.figshare.30121135.v2
title: GWAS of eye disease from Taiwan Biobank

description: Eye diseases, including cataracts, glaucoma, diabetes retinopathy, and age-related macular degeneration, are major global health challenges and leading causes of blindness. This study leveraged genome-wide association studies (GWAS) involving over 100,000 individuals, integrating data from the Taiwan Biobank and National Health Insurance Research Database, to identify genetic loci associated with disease onset
DOI: 10.6084/m9.figshare.30121135.v1
title: GWAS of eye disease from Taiwan Biobank

description: Eye diseases, including cataracts, glaucoma, diabetes retinopathy, and age-related macular degeneration, are major global health challenges and leading causes of blindness. This study leveraged genome-wide association studies (GWAS) involving over 100,000 individuals, integrating data from the Taiwan Biobank and National Health Insurance Research Database, to identify genetic loci associated with disease onset
DOI: 10.15468/dl.st8drr
title: Occurrence Download

description: A dataset containing 16930 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei, Hong Kong)",
 "TaxonKey is Castanopsis",
 "Year 1950-2025"
 ]
}

 The dataset includes 16930 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060973-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17114346
title: Multivector System Analysis of the Long-Term Viability of the Western Civilization Model (Dataset, 2024–2025)

description: Multivector System Analysis of the Long-Term Viability of the Western Civilization Model

This study applies a 14-dimension framework (D1–D14) to evaluate the long-term sustainability of the Western civilizational model (USA, EU, UK).  The analysis identifies systemic flaws rooted in resource dependence, short-term profit prioritization, and demographic decline.  Key risks include unsustainable debt levels, ecological imbalance, militarization of budgets, and the erosion of empathy and family values.  

Main finding :  without a strategic pivot to a potential-based economy, centered on ethics, empathy, and children as a civilizational value,  the Western model is non-viable in a 50+ year horizon.  

---

Author :   Maksym Marnov (Independent Researcher, Alchemist)  License :  CC BY-NC-SA 4.0  Version :  3.0  Date :  2025-09-14, Berlin