cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17778887
title: Accession numbers for reference sequences used in Kraken database build

description: This is a metadata file containing all the reference sequence accession numbers used to construct the custom Kraken 2 database in the paper “Airborne eDNA captures three decades of ecosystem biodiversity”. The file is the seqid2taxid.map file output by Kraken 2 during the database build process and maps the sequence accessions to their corresponding taxonomic identifiers (TaxID). Accessions of the form “kraken:taxid|TaxID|ACCESSION” are custom substrings added to the fasta headers of sequences not present in the “nucl_gb.accession2taxid” and “nucl_wgs.accession2taxid” files (both part of the NCBI taxonomy) that Kraken searches to get the TaxID mappings of the input sequences – to allow Kraken to match these sequences to the correct TaxID. Sequence accessions can be retrieved from the last part of that substring. The file is approximately 24 Gb in decompressed form and contains ~700 million accessions.
DOI: 10.15468/dl.szhzf3
title: Occurrence Download

description: A dataset containing 707 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bambusa lenta, Bambusa malingensis, Bambusa mollis, Bambusa multiplex, Bambusa mutabilis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 707 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022270-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/cedlw2
title: Phenotyping data for "Nitrogen economy strategies define distinct functional groups of genotypes in a Miscanthus Sinensis progeny"

description: Phenotyping data related to “Nitrogen economy strategies define distinct functional groups of genotypes in a Miscanthus Sinensis progeny” (submitted) for MisTigation project.
DOI: 10.5281/zenodo.17791015
title: Intensivkapazitäten und COVID-19-Intensivbettenbelegung in Deutschland

description: Der Datensatz "Intensivkapazitäten und COVID-19-Intensivbettenbelegung in Deutschland" des Robert Koch-Instituts dokumentiert die tägliche intensivmedizinische Versorgungslage seit der COVID-19-Pandemie. Basierend auf Meldungen aller intensivbettenführenden Krankenhäuser in Deutschland erfasst das DIVI-Intensivregister Echtzeitdaten zu belegten und freien Intensivbetten. Die Erhebung differenziert nach Altersgruppen, Regionen und Versorgungsstufen. COVID-19-Fälle auf Intensivstationen werden gesondert ausgewiesen. Die Daten stehen aggregiert auf Bundes-, Landes- und Kreisebene zur Verfügung. Damit bildet der Datensatz eine Grundlage für die Überwachung von Kapazitäten, die Koordination von Behandlungskapazitäten und politische Entscheidungsprozesse während der Pandemie und darüber hinaus.
DOI: 10.5281/zenodo.17790961
title: CRVD ضمیمه تحلیلی ماده و پادماده   از دیدگاه

description:  تعاریف سنتی ماده و پادماده ک عمدتاً مبتنی بر بار الکتریکی مانند بارهای 

متضاد هستند، کنار گذاشته شده و جای خود را به تعریفی بر اساس ساختار فازی و هندسی 

واحدهای کوانتومی میدان میدهند
DOI: 10.5258/soton/d3741
title: Dataset for Accurate and Efficient Design and Optimization of Thermoe-lectric Cooler via Machine Learning Technologies

description: Dataset supporting publication titled: "Accurate and Efficient Design and Optimization of Thermoe-lectric Cooler via Machine Learning Technologies".
DOI: 10.5281/zenodo.17790960
title: CRVD ضمیمه تحلیلی ماده و پادماده   از دیدگاه

description:  تعاریف سنتی ماده و پادماده ک عمدتاً مبتنی بر بار الکتریکی مانند بارهای 

متضاد هستند، کنار گذاشته شده و جای خود را به تعریفی بر اساس ساختار فازی و هندسی 

واحدهای کوانتومی میدان میدهند
DOI: 10.15468/dl.6betwt
title: Occurrence Download

description: A dataset containing 112990 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Specimen)",
 "OccurrenceStatus is Present",
 "TaxonKey is Mentha longifolia",
 "Year 1899-2025"
 ]
}

 The dataset includes 112990 records from 706 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022208-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17790512
title: Data and Code: Digital Platforms and Epistemic Legitimacy in Indonesia - 2023 Jokowi Diploma Controversy

description: This dataset contains the complete research materials for the study "Digital Platforms and Epistemic Legitimacy in Indonesia: A Comparative Analysis of Wikipedia and X (Twitter) during the 2023 'Jokowi Diploma' Controversy" submitted to New Media & Society.

CONTENTS:

1. RAW DATA:   - Twitter/X dataset: "ijazah_palsu_jokowi_cleaning.csv" (January-June 2023, 3,340 tweets)   - Wikipedia article: "Kasus-kasus hukum terkait ijazah Joko Widodo.txt" (complete article text)

2. ANALYSIS CODE (Jupyter Notebooks):   - RQ1 series: Network analysis and semantic examination (RQ_1_1.ipynb, RQ_1_2.ipynb, RQ_1_3.ipynb)   - RQ2 series: Polarization and sentiment analysis (RQ_2_1.ipynb, RQ_2_2.ipynb, RQ_2_3.ipynb)   - RQ3 series: Virality and epistemic quality assessment (RQ_3_1.ipynb, RQ_3_2.ipynb, RQ_3_3.ipynb)   - Additional analyses: Digital literacy (RQ_literasi_digital.ipynb) and mobile-first dynamics (RQ_Mobile_First_Dynamics.ipynb)

3. DOCUMENTATION:   - OSM.pdf: Complete Online Supplementary Materials (OSM 1-10) describing all analytical procedures

METHODOLOGY:The study employs a sequential explanatory mixed-methods approach comparing Wikipedia's collaborative verification with X/Twitter's algorithmic amplification. Analysis includes network analysis, sentiment scoring, readability metrics (Flesch-Kincaid), and CRAAP content quality assessment.

LICENSE: CC-BY 4.0 International for data, MIT License for codeLANGUAGE: Indonesian (data), English (metadata)FORMATS: CSV, TXT, IPYNB, PDF
DOI: 10.5281/zenodo.17790912
title: Identification of key genes related to integrated stress response and cellular senescence in intervertebral disc degeneration using bioinformatics

description: Supplementary Table 1 The list of 866 SRGs

Supplementary Table 2 The list of 529 ISRGs

Supplementary Table 3 Pathways enriched by GSEA analysis of the key genes

Table 1 Module genes associated with the scores of DE-SRGs and DE-ISRGs

Table 2 The list of IDD-associated diseases obtained from DO analysis

Table 3 Transcription factors associated with the key genes

Table 4 miRNAs associated with the key genes
DOI: 10.5281/zenodo.17790913
title: Identification of key genes related to integrated stress response and cellular senescence in intervertebral disc degeneration using bioinformatics

description: Supplementary Table 1 The list of 866 SRGs

Supplementary Table 2 The list of 529 ISRGs

Supplementary Table 3 Pathways enriched by GSEA analysis of the key genes

Table 1 Module genes associated with the scores of DE-SRGs and DE-ISRGs

Table 2 The list of IDD-associated diseases obtained from DO analysis

Table 3 Transcription factors associated with the key genes

Table 4 miRNAs associated with the key genes
DOI: 10.15468/dl.k9j7ge
title: Occurrence Download

description: A dataset containing 398 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bambusa odashimae, Bambusa oldhamii, Bambusa pachinensis, Bambusa pallida, Bambusa papillata)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 398 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022273-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ch87td
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DwcaExtension is http://rs.gbif.org/terms/1.0/DNADerivedData",
 "DwcaExtension is http://rs.tdwg.org/chrono/terms/ChronometricAge"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022274-251120083545085/datasets/export for details.
DOI: 10.17026/ar/yacq8b
title: PAN-00108924 - coin/coin-related, stad, florijn van 28 stuiver

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00108924&lt;/p&gt;
description: Modified: 2025-07-29T10:34:05+02:00
DOI: 10.3886/e240846v1
title: Municipalities: decision, events and news data

description: https://kommunkartan.se
DOI: 10.5281/zenodo.17569283
title: Computational Data: Adsorption energies on extended surfaces with CCSD(T) quality: Ethylene on Si(001)

description: DFT Data for the the publication "Adsorption energies on extended surfaces with CCSD(T) quality: Ethylene on Si(001)" 



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DOI: 10.5281/zenodo.17569284
title: Computational Data: Adsorption energies on extended surfaces with CCSD(T) quality: Ethylene on Si(001)

description: DFT Data for the the publication "Adsorption energies on extended surfaces with CCSD(T) quality: Ethylene on Si(001)" 



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DOI: 10.15468/dl.5g3shg
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "Country is Netherlands",
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is NLD.5_1",
 "License is CC-BY 4.0",
 "Month is one of (April, May, June, July, March, August)",
 "PublishingOrg is e2e717bf-551a-4917-bdc9-4fa0f342c530",
 "TaxonKey is Passer domesticus",
 "Year is 2024"
 ]
}

 The dataset includes 136 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022276-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uawwrq
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bolitoglossa paraensis"
 ]
}

 The dataset includes 34 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022278-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.juhg28
title: Occurrence Download

description: A dataset containing 21256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Octopus vulgaris"
 ]
}

 The dataset includes 21256 records from 172 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022277-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25505/fiz.icsd.cc2qbr50
title: CSD 2512772: Experimental Crystal Structure Determination

description: Related Article: Volodymyr Babizhetskyy|2025|ICSD Communication|||
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.17026/ar/reucng
title: PAN-00110352 - coin/coin-related, provincie, duit

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00110352&lt;/p&gt;
description: Modified: 2025-09-16T15:35:56+02:00
DOI: 10.15468/dl.2nj3yf
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bambusa pervariabilis, Bambusa piscatorum, Bambusa polymorpha, Bambusa ramispinosa, Bambusa remotiflora)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 71 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022279-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5258/soton/d3614
title: Dataset for Investigating the stable ductile grinding regime for optical processing using a dicing saw

description: For paper https://doi.org/10.1364/OME.574264 "Investigating the stable ductile grinding regime for optical processing using a dicing saw" Published in Optical Materials Express 

Data set including Coherence Scanning Interferometry Scans and Wear Rate csv.
DOI: 10.17026/dans-28d-hqqn
title: PAN-00114972 - plate (type unknown; South-Gaulish terra sigillata)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00114972&lt;/p&gt;
description: Modified: 2025-09-22T11:29:08+02:00
DOI: 10.15468/dl.73qcpm
title: Occurrence Download

description: A dataset containing 24221 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Records of plant species in Ukraine according to authorized Internet resources"
 ]
}

 The dataset includes 24221 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022280-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17772390
title: Concentration changes of aerosol particles during burning of different candles

description: This project describes how data was collected, stored, preserved and processed in the Bachelor's thesis "Concentration changes of aerosol particles during burning of different candles". The author of this Bachelor thesis is Aleksandra Pankina. The aim of this research is to gather information about indoor pollutants, solid aerosol particles, their measuring methods and impact on human health. During the work, model experiments burning of different candles were performed indoors, and measurements of the concentration changes of fine aerosol particles were realized using the EDM-365 spectrometer. Analysis of metallic elements using ICP-MS was done for PM1 aerosol particles, ash of candles and candle salt.

Context and methodology

1) Bachelor thesis in University of Latvia

2) To gain better understanding of candles burning processes indoors, gain the information indoor pollutants, solid aerosol particles, their measuring methods and impact on the human health.

3) This dataset was created by uding TUWien DMP tool in Introduction to Research Data Management study purposes. 

Technical details

1) Whole dataset is divided in 3 parts - the literature review, the experimental part and results evaluation. Each of the categories follows specific naming which is based on the topic.

2) Final file was saved in PDF format, therefore basic PDF file reader is needed, however versions before were saved in .xlsx and .docx for which Microsoft Excel and Microsoft Word software is needed.

3) All literature resources can be found in platform SCIENCEDIRECT with additional DOI codes.

Further details

1) Data is validated with institutions member signature and it is accessible with institutions provided credentials or with granted access from institutions members.
DOI: 10.5281/zenodo.17790835
title: GPR101 and RvD5n3 DPA: MM-GBSA

description: THis archive contains AMBER trajectories and corresponding MM-GBSA calculations and per-residue decomposition for    RvD5n-3 DPA in orthosteric site of GPR101.
DOI: 10.5281/zenodo.17790836
title: GPR101 and RvD5n3 DPA: MM-GBSA

description: THis archive contains AMBER trajectories and corresponding MM-GBSA calculations and per-residue decomposition for    RvD5n-3 DPA in orthosteric site of GPR101.
DOI: 10.5281/zenodo.17790767
title: A Systematic Review (2021–2025) of Green Skills in TVET: Competency Dimensions, Practice-Based Pedagogies, and Institutional Readiness
DOI: 10.5281/zenodo.17790766
title: A Systematic Review (2021–2025) of Green Skills in TVET: Competency Dimensions, Practice-Based Pedagogies, and Institutional Readiness
DOI: 10.15468/ur0vnh
title: Batumi Raptor Count (BRC) - Autumn migration data

description: One of the most important geographical bottlenecks for migrating raptors in the east African-Palearctic migration system is situated between the easternmost tip of the Black Sea and the Lesser Caucasus, just north of Batumi, in the Republic of Georgia (Verhelst et al. 2011).Since 2008 citizen scientists of the Batumi Raptor Count(BRC) monitor the autumn raptor passage daily from mid August till mid October, collecting also detailed
information about the age and sex of focal species. These data are included in the BRC dataset. This dataset offers a unique baseline for monitoring the state of migrant raptor populations in the east African-Palearctic flyway in the 21st century.Each season a large number of raptors are counted during the autumn migration count. 
The numbers fluctuate around the million individuals in each season. This dataset represent the data during the 2008-2019 seasons.
A detailed description of the BRC migration count protocol, data management strategy, and the open access BRC dataset in GBIF are provided by Wehrmann et al. (2019). This dataset has been used to analyse changes in the abundance and demography of eight abundant raptor species at BRC between 2011-2017. The resulting research paper is currently in 2nd review and will be shared through this webpage immediately upon publication.
DOI: 10.15468/dl.vtykam
title: Occurrence Download

description: A dataset containing 190 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Masdevallia veitchiana"
 ]
}

 The dataset includes 190 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022281-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g27bd6
title: Occurrence Download

description: A dataset containing 194 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bambusa rigida, Bambusa rutila, Bambusa sinospinosa, Bambusa stenoaurita, Bambusa subaequalis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 194 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022282-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/nwc3hc
title: PAN-00173457 - spoon-bow brooch variant Kessel-Grave

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00173457&lt;/p&gt;
DOI: 10.5281/zenodo.17787786
title: AIDOC-AP - AI Documentation Application Profile

description: AIDOC-AP: Application Profile for Technical Documentation of AI Systems=======================================================================

Version: 1.0Date: December 2025License: CC BY 4.0Project: CERTAIN (Horizon Europe Grant Agreement No. 101189650)

Authors:--------Sebastian Neumaier (University of Applied Sciences St. Pölten, Austria & Vienna University of Economics and Business, Austria)Tobias Dam (University of Applied Sciences St. Pölten, Austria)Fabian Kovac (University of Applied Sciences St. Pölten, Austria)

Description:------------AIDOC-AP is an ontology-based application profile for representing technical documentation of AI systems in accordance with the EU AI Act (Regulation 2024/1689) Annex IV requirements. This resource enables structured, machine-readable documentation of AI systems to support regulatory compliance, automated validation, and cross-system comparison.

Core Ontology Files:-------------------1. aidoc-ap.ttl   - Main AIDOC-AP ontology in Turtle format   - Defines classes for AI systems, models, datasets, software components,      hardware components, lifecycle activities, and documentation artefacts   - Reuses established vocabularies: PROV-O, DCAT, MLSchema, AIRO, VAIR, DQV   - Namespace: https://w3id.org/aidoc-ap#

2. annex_4.ttl   - Formal representation of EU AI Act Annex IV requirements   - Each requirement linked to competency questions and lifecycle stages   - Modeled using SKOS concept scheme   - Namespace: https://w3id.org/aidoc-ap/requirements#

3. encom.ttl   - Real-world validation use case from CERTAIN project   - Energy demand forecasting AI system documentation   - Demonstrates AIDOC-AP instantiation for regulatory compliance

Web Access:-----------Persistent URI: https://w3id.org/aidoc-apGitHub Repository: https://github.com/CERTAIN-Project/aidoc-apDocumentation: https://certain-project.github.io/aidoc-ap/
DOI: 10.5281/zenodo.17787787
title: AIDOC-AP - AI Documentation Application Profile

description: AIDOC-AP: Application Profile for Technical Documentation of AI Systems=======================================================================

Version: 1.0Date: December 2025License: CC BY 4.0Project: CERTAIN (Horizon Europe Grant Agreement No. 101189650)

Authors:--------Sebastian Neumaier (University of Applied Sciences St. Pölten, Austria & Vienna University of Economics and Business, Austria)Tobias Dam (University of Applied Sciences St. Pölten, Austria)Fabian Kovac (University of Applied Sciences St. Pölten, Austria)

Description:------------AIDOC-AP is an ontology-based application profile for representing technical documentation of AI systems in accordance with the EU AI Act (Regulation 2024/1689) Annex IV requirements. This resource enables structured, machine-readable documentation of AI systems to support regulatory compliance, automated validation, and cross-system comparison.

Core Ontology Files:-------------------1. aidoc-ap.ttl   - Main AIDOC-AP ontology in Turtle format   - Defines classes for AI systems, models, datasets, software components,      hardware components, lifecycle activities, and documentation artefacts   - Reuses established vocabularies: PROV-O, DCAT, MLSchema, AIRO, VAIR, DQV   - Namespace: https://w3id.org/aidoc-ap#

2. annex_4.ttl   - Formal representation of EU AI Act Annex IV requirements   - Each requirement linked to competency questions and lifecycle stages   - Modeled using SKOS concept scheme   - Namespace: https://w3id.org/aidoc-ap/requirements#

3. encom.ttl   - Real-world validation use case from CERTAIN project   - Energy demand forecasting AI system documentation   - Demonstrates AIDOC-AP instantiation for regulatory compliance

Web Access:-----------Persistent URI: https://w3id.org/aidoc-apGitHub Repository: https://github.com/CERTAIN-Project/aidoc-apDocumentation: https://certain-project.github.io/aidoc-ap/
DOI: 10.25574/27683
title: Chandra X-ray Observatory ObsId 27683

description: Chandra Observations of The Most Distant Galaxy Protocluster Anchored by A Luminous Quasar at z=6.63