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

description: A dataset containing 458 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cuvieronius"
 ]
}

 The dataset includes 458 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063710-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6vf2jq
title: Occurrence Download

description: A dataset containing 54189 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (Saint Vincent and the Grenadines, Grenada)"
 ]
}

 The dataset includes 54189 records from 444 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063703-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pahtac
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Gabon",
 "TaxonKey is Begonia vankerckhovenii",
 "Year 1970-2025"
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063711-251120083545085/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.30938918
title: Phenological stage-specific DOM transformations sustain N2 fixation during rice growth in paddy soil

description: Bioavailable carbon (C) is a key determinant of free-living nitrogen (N) fixation, yet the regulatory role of dissolved organic matter (DOM) in the paddy soil remains unclear. Using <sup>15</sup>N isotope tracing, metatranscriptomics, and high-resolution mass spectrometry, we showed that phenology-dependent DOM transformations sustained rhizosphere soil N<sub>2</sub> fixation throughout rice growth.
DOI: 10.6084/m9.figshare.30938918.v1
title: Phenological stage-specific DOM transformations sustain N2 fixation during rice growth in paddy soil

description: Bioavailable carbon (C) is a key determinant of free-living nitrogen (N) fixation, yet the regulatory role of dissolved organic matter (DOM) in the paddy soil remains unclear. Using <sup>15</sup>N isotope tracing, metatranscriptomics, and high-resolution mass spectrometry, we showed that phenology-dependent DOM transformations sustained rhizosphere soil N<sub>2</sub> fixation throughout rice growth.
DOI: 10.6084/m9.figshare.30938867
title: <b>Unveiling the avian tapestry: A comprehensive analysis of bird richness patterns and underlying determinants in China</b>

description: To clarify the distribution patterns of bird diversity in China and identify their key environmental and anthropogenic drivers, in order to provide scientific support for biodiversity conservation and ecosystem management.
DOI: 10.6084/m9.figshare.30938867.v1
title: <b>Unveiling the avian tapestry: A comprehensive analysis of bird richness patterns and underlying determinants in China</b>

description: To clarify the distribution patterns of bird diversity in China and identify their key environmental and anthropogenic drivers, in order to provide scientific support for biodiversity conservation and ecosystem management.
DOI: 10.6084/m9.figshare.30938867.v2
title: <b>Unveiling the avian tapestry: A comprehensive analysis of bird richness patterns and underlying determinants in China</b>

description: To clarify the distribution patterns of bird diversity in China and identify their key environmental and anthropogenic drivers, in order to provide scientific support for biodiversity conservation and ecosystem management.
DOI: 10.15468/dl.tu82eb
title: Occurrence Download

description: A dataset containing 1697 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Caretta caretta"
 ]
}

 The dataset includes 1697 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063712-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ykrwpa
title: Occurrence Download

description: A dataset containing 32155795 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 49.085278",
 "DecimalLatitude is less than or equal to 54.085278",
 "DecimalLongitude is greater than or equal to 5.0",
 "DecimalLongitude is less than or equal to 10.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 32155795 records from 842 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063704-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/z0pkgo
title: AI Startups in Africa

description: A list of AI startups in Africa with company name, sector/domain, location, customer type, year founded, team, stage, operating status, and brief description.
description: A list of AI startups in Africa with company name, sector/domain, location, year founded, stage, operating status, and brief description.

The 2022 edition was published in June 2022, and the 2025 edition was published in December 2025.
DOI: 10.15468/dl.4sf3q5
title: Occurrence Download

description: A dataset containing 25076387 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 COUNT(*) occurrences,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.occurrencestatus = 'PRESENT'
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 25076387 records were derived from 70732 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063706-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8rx9k8
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Gabon",
 "TaxonKey is Begonia vittariifolia",
 "Year 1970-2025"
 ]
}

 The dataset includes 59 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063714-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18029659
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: 10.14469/hpc/15638
title: C98 OX B3LYP30 (10.1021/acsnano.4c14100) (0 -ve FC)

description: Gaussian 16 (C01) calculation
DOI: 10.6084/m9.figshare.28233131
title: Data for all figures presented in main text

description: The five data sets include all data presented in the main text.
DOI: 10.6084/m9.figshare.28233131.v1
title: Data for all figures presented in main text

description: The five data sets include all data presented in the main text.
DOI: 10.5281/zenodo.18018517
title: HorizonEurope_RevealStorage_Del.4.4a_Valid4kW_Rev404set01

description: REVEAL WP4 Task 4.4 Results of Validation of 4 kWtot prototype for Alu-to-Energy: Determination of efficiency and capacity (power)
DOI: 10.5281/zenodo.18018516
title: HorizonEurope_RevealStorage_Del.4.4a_Valid4kW_Rev404set01

description: REVEAL WP4 Task 4.4 Results of Validation of 4 kWtot prototype for Alu-to-Energy: Determination of efficiency and capacity (power)
DOI: 10.5281/zenodo.18030217
title: NMR data on Lipid Nanoparticles

description: NMR data and metadata of experiments on LNPs
description: 1D and 2D NMR spectra, and proton build-up times
DOI: 10.5281/zenodo.18030218
title: NMR data on Lipid Nanoparticles

description: NMR data and metadata of experiments on LNPs
description: 1D and 2D NMR spectra, and proton build-up times
DOI: 10.5281/zenodo.18018092
title: HorizonEurope_RevealStorage_Del2.4a_LoadProfiles_Rev204set01

description: Data of Work Package 2, Task 2.1 of the Reveal Project: Deliverable 2.4 - Load Profiles and Input Data for Simulations.
DOI: 10.5281/zenodo.18018093
title: HorizonEurope_RevealStorage_Del2.4a_LoadProfiles_Rev204set01

description: Data of Work Package 2, Task 2.1 of the Reveal Project: Deliverable 2.4 - Load Profiles and Input Data for Simulations.
DOI: 10.6084/m9.figshare.30280669
title: The E3 ubiquitin ligase FBXL18 stabilizes BST2 to promote inflammation in RABV-infected astrocytes

description: The source data for IB and bar charts.
DOI: 10.6084/m9.figshare.30280669.v1
title: The E3 ubiquitin ligase FBXL18 stabilizes BST2 to promote inflammation in RABV-infected astrocytes

description: The source data for IB and bar charts.
DOI: 10.6084/m9.figshare.28054424
title: Infectome Analysis of Small Mammals in Southern China Reveals Pathogen Ecology and Emerging Risks

description: This folder contains all viral sequences generated in this study, along with the corresponding phylogenetic trees and alignment files.
DOI: 10.6084/m9.figshare.28054424.v1
title: Infectome Analysis of Small Mammals in Southern China Reveals Pathogen Ecology and Emerging Risks

description: This folder contains all viral sequences generated in this study, along with the corresponding phylogenetic trees and alignment files.
DOI: 10.15468/dl.gx7x4m
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Chelonia mydas"
 ]
}

 The dataset includes 97 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063715-251120083545085/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.29940698
title: Structural insights into AQP3 channel closure upon pH and redox changes reveal an autoregulatory molecular mechanism

description: Structural coordinate files, cryo-EM map files and validation reports from PDB submission.
DOI: 10.6084/m9.figshare.29940698.v1
title: Structural insights into AQP3 channel closure upon pH and redox changes reveal an autoregulatory molecular mechanism

description: Structural coordinate files, cryo-EM map files and validation reports from PDB submission.
DOI: 10.15468/dl.h83cgz
title: Occurrence Download

description: A dataset containing 570 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Pericryptodrilus nanus, Hypolimnus pedderensis, Megascolides australis)"
 ]
}

 The dataset includes 570 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063716-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6nkw7n
title: Occurrence Download

description: A dataset containing 877 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ostrinia furnacalis"
 ]
}

 The dataset includes 877 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063717-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vummz9
title: Occurrence Download

description: A dataset containing 115479 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cinnyris osea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-180 -90, 180 -90, 180 90, -180 90, -180 -90))"
 ]
}

 The dataset includes 115479 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063709-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.brjdb3
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((94.62081 25.40401,94.95157 25.40401,94.95157 25.61164,94.62081 25.61164,94.62081 25.40401))"
 ]
}

 The dataset includes 100 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063718-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nmgdya
title: Occurrence Download

description: A dataset containing 379 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crossoptilon harmani",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-180 -90, 180 -90, 180 90, -180 90, -180 -90))"
 ]
}

 The dataset includes 379 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063720-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/wdycmz
title: Replication Data for: Institutional Design Preferences Among German and US Citizens: Results from a Factorial Survey Experiment

description: This dataset contains replication files for the journal article "Institutional Design Preferences Among German and US Citizens: Results from a Factorial Survey Experiment" published in Political Studies. To replicate the analyses, the GESIS Panel dataset (Version 43.0.0 or newer) and the Understanding America Study (Surveys 443 and 500) need to be downloaded separately.
description: Data Access: 
GESIS Panel - https://search.gesis.org/research_data/ZA5665; 
Understanding America Study - https://uasdata.usc.edu/index.php

The project described in this paper relies on data from survey(s) administered by the Understanding America Study, which is maintained by the Center for Economic and Social Research (CESR) at the University of Southern California. The content of this paper is solely the responsibility of the authors and does not necessarily represent the official views of USC or UAS.
DOI: 10.15468/dl.nf2spw
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Country is one of (Pakistan, China)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Panthera uncia",
 "Year 1990-2025"
 ]
}

 The dataset includes 33 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063721-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17296885
title: GRANDSLAM: Linearly Scalable Model Synthesis

description: This artifact package contains all models synthesized (and intermediate artifacts) described in the paper "GRANDSLAM: Linearly Scalable Model Synthesis". It contains all 4,600 synthesized Simulink models we report in the paper, 100 of which that are larger than any prior open-source Simulink model. The synthesized entities may be useful for fuzzing or scalability tests.

Our model synthesizer is the first of its kind that scales linearly. Its approach can be generalized to any other modeling or textual language.

 

The synthesized models are in the folders '0' (2,300 statically valid models, some very large) and '1' (2,300 statically valid models, of which around 50% are also compilable and simulatable). For a more detailed description, follow the README.md of the code.
DOI: 10.5281/zenodo.17296884
title: GRANDSLAM: Linearly Scalable Model Synthesis

description: This artifact package contains all models synthesized (and intermediate artifacts) described in the paper "GRANDSLAM: Linearly Scalable Model Synthesis". It contains all 4,600 synthesized Simulink models we report in the paper, 100 of which that are larger than any prior open-source Simulink model. The synthesized entities may be useful for fuzzing or scalability tests.

Our model synthesizer is the first of its kind that scales linearly. Its approach can be generalized to any other modeling or textual language.

 

The synthesized models are in the folders '0' (2,300 statically valid models, some very large) and '1' (2,300 statically valid models, of which around 50% are also compilable and simulatable). For a more detailed description, follow the README.md of the code.
DOI: 10.15468/dl.s2uax5
title: Occurrence Download

description: A dataset containing 25076387 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 COUNT(*) occurrences
FROM
 occurrence
WHERE
 occurrence.occurrencestatus = 'PRESENT'
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 25076387 records were derived from 70732 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063713-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34808/0jp3-9m37
title: KnowledgeSpillovers_data

description: This study aims to contribute by identifying and examining the antecedent elements (inputs) of knowledge spillovers (KS) in organizations. It was observed that some evidence of the antecedents of KS is already mentioned, but suggestions are not clearly presented as to what can be done to make KS happen in organizations. Despite this evidence, studies that focused on specifically examining the antecedents of KS are still not found in the literature. For this purpose, an exploratory qualitative research was chosen based on twenty semi-structured interviews with professionals with management positions. The results made it possible to identify six key dimensions that shape the antecedents of KS in organizations: External Environment, Internal Environment, Team, Performance, Technology, Motivations and Difficulties. This study also showed that the organizational environment is a key element for KS to occur in the organization, as well as the strategic management of the organization needs to have a close look at both the internal environment and employees, directing paths that allow both to meet prepared to seek, capture, manage and use knowledge for the benefit of the organization.
DOI: 10.34740/kaggle/dsv/14265930
title: Forex Exchange Rates Since 2004 (Updated Daily)
DOI: 10.15468/dl.zwd9km
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((3.78731 43.75049,3.78274 43.75186,3.77634 43.75278,3.76697 43.75141,3.76195 43.74947,3.75279 43.73934,3.75078 43.72573,3.75685 43.71832,3.75588 43.718,3.75183 43.71665,3.7468 43.70693,3.74568 43.69967,3.74915 43.69286,3.75495 43.68671,3.75976 43.68236,3.77271 43.68079,3.77774 43.68102,3.79773 43.68984,3.7993 43.69442,3.8003 43.70227,3.79997 43.70886,3.79706 43.71277,3.80187 43.71433,3.80343 43.72215,3.80399 43.72885,3.80287 43.73187,3.80187 43.73555,3.79907 43.74058,3.7955 43.74426,3.78731 43.75049))",
 "OccurrenceStatus is Present",
 "TaxonKey is Vipera aspis"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063725-251120083545085/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.30939008
title: Books Dataset

description: This dataset supports the research article titled <b>“A Multi-Label Classification Framework for Semantic and Contextual Label Prediction from Textual Data.”</b> The dataset is used to evaluate traditional similarity-based methods, machine learning models, and large language model (LLM)-based pipelines for multi-label text classification.The data is derived from an openly available books dataset and includes structured and processed textual information required to reproduce the experimental results reported in the manuscript. It contains book titles, descriptions, author information, publication metadata, and multi-label category assignments used for semantic and contextual classification tasks.This dataset was utilized to generate all quantitative results, tables, and figures presented in the paper, including precision, recall, and F1-score evaluations across multiple Top-N prediction scenarios. Preprocessed versions of the data, label mappings, and derived files used during experimentation are included to ensure full reproducibility of the study.The dataset is intended for researchers and practitioners working in multi-label text classification, recommender systems, semantic analysis, and natural language processing. All data is shared for research and academic purposes under an open-access license, enabling reuse, validation, and extension of the proposed SmarTClass framework.