cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.3b8wcj
title: Occurrence Download

description: A dataset containing 667 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dobera glabra",
 "HasCoordinate is true",
 "Geometry POLYGON ((-17.66889 -35.11691, 51.34702 -35.11691, 51.34702 37.62, -17.66889 37.62, -17.66889 -35.11691))"
 ]
}

 The dataset includes 667 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017288-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6kkv5z
title: Occurrence Download

description: A dataset containing 1053 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus mykiss",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1053 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017290-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15917525
title: RF and LR models related pickles
DOI: 10.15468/dl.6bnxh4
title: Occurrence Download

description: A dataset containing 4124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sporobolus fertilis",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4124 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017292-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5z3rcn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hibiscus syriacus",
 "Country is Iraq",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017291-250711103210423/datasets/export for details.
DOI: 10.15468/dl.mg6nbf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eichhornia crassipes",
 "Country is Togo",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017293-250711103210423/datasets/export for details.
DOI: 10.15468/dl.nhfrya
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Matthiola masguindalii"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017295-250711103210423/datasets/export for details.
DOI: 10.15468/dl.83vfrc
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erysimum maremmanum"
 ]
}

 The dataset includes 126 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017296-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mmw7d9
title: Occurrence Download

description: A dataset containing 5370 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Capraria biflora"
 ]
}

 The dataset includes 5370 records from 263 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017294-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tva33q
title: Occurrence Download

description: A dataset containing 93801 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cynoglossum officinale"
 ]
}

 The dataset includes 93801 records from 1002 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017201-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14755073
title: Research data for "Full-cycle device-scale simulations of memory materials with a tailored atomic-cluster-expansion potential"

description: This is a dataset related to the publication "Full-cycle device-scale simulations of memory materials with a tailored atomic-cluster-expansion potential". 

The .zip files contain two main folders:

1. Device-scale molecular dynamics (MD) trajectories: this folder contains the device-scale MD trajectories generated in this work.

2. Atomic-cluster-expansion (ACE) potential model and training dataset: this folder includes the ACE model and its corresponding training dataset (GST-ACE-24).

Detailed Contents:

1. The device-scale MD trajectories have been categorised according to the main text figures:







"Simulations_of_cross-point_device": full-cycle simulations of cross-point device-scale model of Ge1Sb2Te4 (532,980 atoms) as shown in Fig. 3 of the paper. 

"Simulations_of_mushroom-type_device": crystallisation simulations of mushroom-type device-scale model of Ge1Sb2Te4 (794,808 atoms) as shown in Fig. 4 of the paper. 




2. The ACE models trained in this work and the corresponding reference dataset:







"GST-ACE-24.yace": the ACE potential file, ready for use in LAMMPS for ACE-MD simulations.

"GST-ACE-24_training_dataset.xyz": the training dataset, provided in (extended) XYZ format.
DOI: 10.5281/zenodo.14755074
title: Research data for "Full-cycle device-scale simulations of memory materials with a tailored atomic-cluster-expansion potential"

description: This is a dataset related to the publication "Full-cycle device-scale simulations of memory materials with a tailored atomic-cluster-expansion potential". 

The .zip files contain two main folders:

1. Device-scale molecular dynamics (MD) trajectories: this folder contains the device-scale MD trajectories generated in this work.

2. Atomic-cluster-expansion (ACE) potential model and training dataset: this folder includes the ACE model and its corresponding training dataset (GST-ACE-24).

Detailed Contents:

1. The device-scale MD trajectories have been categorised according to the main text figures:







"Simulations_of_cross-point_device": full-cycle simulations of cross-point device-scale model of Ge1Sb2Te4 (532,980 atoms) as shown in Fig. 3 of the paper. 

"Simulations_of_mushroom-type_device": crystallisation simulations of mushroom-type device-scale model of Ge1Sb2Te4 (794,808 atoms) as shown in Fig. 4 of the paper. 




2. The ACE models trained in this work and the corresponding reference dataset:







"GST-ACE-24.yace": the ACE potential file, ready for use in LAMMPS for ACE-MD simulations.

"GST-ACE-24_training_dataset.xyz": the training dataset, provided in (extended) XYZ format.
DOI: 10.15468/dl.k5vhby
title: Occurrence Download

description: A dataset containing 1862 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mallotus barbatus"
 ]
}

 The dataset includes 1862 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017299-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15915845
title: Deformed Wing Virus infection induces gut disbiosys in honey bees reinforcing their immunosuppression

description: This dataset is part of the  manuscript "Deformed Wing Virus infection induces gut disbiosys in honey bees reinforcing their immunosuppression " by Becchimanzi et al.

Main folder contains :- a README file- two csv/excel files containing the Ct values of DWV quantification and gene expression analysis obtained by RT-qPCR - 6 sub-folders, each containing input files and a script in R markdown (.rmd)  to reproduce the manuscript figures and statistical analysis

The input fastq files containing 16S amplicon-based Illumina reads are available at SRA (NCBI), at the following Bioproject accession: PRJNA1287342.
DOI: 10.5281/zenodo.15915846
title: Deformed Wing Virus infection induces gut disbiosys in honey bees reinforcing their immunosuppression

description: This dataset is part of the  manuscript "Deformed Wing Virus infection induces gut disbiosys in honey bees reinforcing their immunosuppression " by Becchimanzi et al.

Main folder contains :- a README file- two csv/excel files containing the Ct values of DWV quantification and gene expression analysis obtained by RT-qPCR - 6 sub-folders, each containing input files and a script in R markdown (.rmd)  to reproduce the manuscript figures and statistical analysis

The input fastq files containing 16S amplicon-based Illumina reads are available at SRA (NCBI), at the following Bioproject accession: PRJNA1287342.
DOI: 10.15468/dl.v2au9x
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ACG1386"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017300-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6pq2em
title: Occurrence Download

description: A dataset containing 2311 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erysimum diffusum"
 ]
}

 The dataset includes 2311 records from 159 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017297-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18702245
title: Global Regularity for the Navier–Stokes Equations: A Geometric Resolution via the Evolutionary Layer-by-Layer Gauge Method

description: This paper presents a complete geometric construction of global smooth solutions for the three-dimensional Navier–Stokes equations, resolving the regularity problem as formulated by the Clay Mathematics Institute. The proof synthesizes two fun-damental ideas: the classification of degenerate solutions [26] and the continuous gauge method [27].The classification theorem shows that the only geometrically rigid degenerate case (rank 1, where streamlines are straight lines) cannot arise in solutions that are gauge-equivalent to a non-trivial axisymmetric flow. This eliminates the only potential obstruction to regularity.The continuous gauge method provides an analytical framework based on a modified entropy functional that controls both the velocity field and the gauge deformation. However, it does not specify how to construct the initial gauge diffeomorphismconnecting an arbitrary field to an axisymmetric reference.The layer-by-layer construction fills this gap through two geometrically transparent steps:1. A time-dependent diffeomorphism that eliminates one spatial coordinate, reducing an arbitrary 3D flow to a 2D flow.2. A second time-dependent diffeomorphism that transforms the 2D flow into an axisymmetric flow without swirl.Both steps are performed in an evolutionary manner, generating gauge fields that satisfy the equations of the continuous gauge method. Their composition provides the full evolutionary gauge for the original field. 

Using Fourier expansion in the angular variable, we prove that the class of fields admitting such an evolutionary gauge construction is dense. Uniform entropy estimates then show that this class is also closed, hence it coincides with the space of all smooth divergence-free fields. By the regularity of axisymmetric flows, every such initial data yields a globally regular solution.This work resolves the Navier–Stokes regularity problem in the affirmative, providing a constructive geometric proof that avoids the analytical difficulties that have hindered previous approaches.
DOI: 10.5281/zenodo.18664361
title: Global Regularity for the Navier–Stokes Equations: A Geometric Resolution via the Evolutionary Layer-by-Layer Gauge Method

description: This paper presents a complete geometric construction of global smooth solutions for the three-dimensional Navier–Stokes equations, resolving the regularity problem as formulated by the Clay Mathematics Institute. The proof synthesizes two fun-damental ideas: the classification of degenerate solutions [26] and the continuous gauge method [27].The classification theorem shows that the only geometrically rigid degenerate case (rank 1, where streamlines are straight lines) cannot arise in solutions that are gauge-equivalent to a non-trivial axisymmetric flow. This eliminates the only potential obstruction to regularity.The continuous gauge method provides an analytical framework based on a modified entropy functional that controls both the velocity field and the gauge deformation. However, it does not specify how to construct the initial gauge diffeomorphismconnecting an arbitrary field to an axisymmetric reference.The layer-by-layer construction fills this gap through two geometrically transparent steps:1. A time-dependent diffeomorphism that eliminates one spatial coordinate, reducing an arbitrary 3D flow to a 2D flow.2. A second time-dependent diffeomorphism that transforms the 2D flow into an axisymmetric flow without swirl.Both steps are performed in an evolutionary manner, generating gauge fields that satisfy the equations of the continuous gauge method. Their composition provides the full evolutionary gauge for the original field. 

Using Fourier expansion in the angular variable, we prove that the class of fields admitting such an evolutionary gauge construction is dense. Uniform entropy estimates then show that this class is also closed, hence it coincides with the space of all smooth divergence-free fields. By the regularity of axisymmetric flows, every such initial data yields a globally regular solution.This work resolves the Navier–Stokes regularity problem in the affirmative, providing a constructive geometric proof that avoids the analytical difficulties that have hindered previous approaches.
DOI: 10.15468/dl.hh347d
title: Occurrence Download

description: A dataset containing 204 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-96.68291 18.64615,-96.68407 18.47424,-96.84622 18.24685,-96.99148 18.23074,-97.04209 18.15657,-97.16197 18.18649,-97.33237 18.14522,-97.46692 18.02695,-97.54391 18.03344,-97.63594 18.1936,-97.65471 18.29309,-97.7973 18.28317,-97.86722 18.1149,-97.79092 18.00416,-97.81929 17.91474,-97.93738 17.9679,-98.09473 17.9853,-98.24654 17.87844,-98.3826 17.88367,-98.49394 17.77297,-98.46104 17.63036,-98.37697 17.60535,-98.31188 17.47749,-98.3235 17.27594,-98.2004 17.20381,-98.2204 17.12656,-98.05749 17.02378,-98.07257 16.87539,-98.13899 16.72378,-98.24344 16.6967,-98.20467 16.5911,-98.39514 16.54684,-98.35006 16.4443,-98.41858 16.26919,-98.20627 16.24152,-97.77059 15.97651,-97.60653 15.98924,-97.4801 15.95359,-97.2108 15.92336,-96.86095 15.74012,-96.50236 15.6583,-96.42693 15.69626,-96.2609 15.68362,-95.95845 15.82879,-95.77709 15.87104,-95.36865 16.01984,-95.35352 16.07973,-95.08305 16.22651,-94.92433 16.41912,-94.8457 16.43129,-94.73389 16.30489,-94.54465 16.19216,-94.41873 16.18293,-94.3735 16.29684,-94.22016 16.18988,-94.04847 16.21617,-94.05066 16.32971,-94.13916 16.46179,-93.86743 17.13696,-94.92281 17.19379,-94.92892 17.32474,-95.07657 17.37293,-95.27126 17.62473,-95.23891 17.73926,-95.47694 17.58839,-95.70879 17.5319,-95.86751 17.68484,-95.89902 17.75435,-95.79992 17.95001,-95.83317 18.12903,-95.95253 18.15983,-96.15776 18.13123,-96.21762 18.16078,-96.31897 18.36506,-96.45717 18.57027,-96.68291 18.64615))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Stenocereus chacalapensis"
 ]
}

 The dataset includes 204 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029974-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18702301
title: Dataset and Materials for: A Hierarchical Explainable Artificial Intelligence Framework for Evaluating Agile Project Success

description: This repository contains the dataset and supporting materials used in the study “A Hierarchical Explainable Artificial Intelligence Framework for Evaluating Agile Project Success”.

The dataset includes anonymised project-level features derived from Agile project environments across four performance dimensions: Efficiency, Effectiveness, Sustainability, and Contextual Complexity. The repository also includes processed data used for machine learning modelling and analysis.

All data have been anonymised to remove any personally identifiable or organisationally sensitive information. The materials provided here enable replication of the modelling procedures and validation of the results presented in the associated research article.

The dataset is shared under an open license to support transparency, reproducibility, and future research in explainable artificial intelligence and Agile project analytics.
DOI: 10.5281/zenodo.18702300
title: Dataset and Materials for: A Hierarchical Explainable Artificial Intelligence Framework for Evaluating Agile Project Success

description: This repository contains the dataset and supporting materials used in the study “A Hierarchical Explainable Artificial Intelligence Framework for Evaluating Agile Project Success”.

The dataset includes anonymised project-level features derived from Agile project environments across four performance dimensions: Efficiency, Effectiveness, Sustainability, and Contextual Complexity. The repository also includes processed data used for machine learning modelling and analysis.

All data have been anonymised to remove any personally identifiable or organisationally sensitive information. The materials provided here enable replication of the modelling procedures and validation of the results presented in the associated research article.

The dataset is shared under an open license to support transparency, reproducibility, and future research in explainable artificial intelligence and Agile project analytics.
DOI: 10.15468/dl.5n359j
title: Occurrence Download

description: A dataset containing 140904313 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is iNaturalist Research-grade Observations"
 ]
}

 The dataset includes 140904313 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029954-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25824/redu/aefgh2
title: Modelos de análise da sucessão familiar na produção de café: diagnóstico e desafios para a gestão da produção

description: Conjunto de dados composto por questionários aplicados a produtores de café do Estado de São Paulo, coletados em 2023, com o objetivo de analisar fatores determinantes da sucessão familiar na atividade cafeeira. O banco contém 32 observações e aproximadamente 23 variáveis relacionadas a características socioeconômicas, estruturais e motivacionais. Os dados estão organizados em formato Excel (.xlsx).
DOI: 10.57903/uj/xmhaxk
title: Harshdev Madhav's poetry - research data

description: The dataset contains selected materials on Harshdev Madhav and his poetry, collected and analysed in the frame of the project "How hard can a dead heart beat? Reflections on Modern Sanskrit Literature" (OPUS 22 grant, 2022-2026), conducted by Prof. Dr. hab. Lidia Sudyka and financed by the National Science Centre (registration number 2021/43/B/HS2/02046).
DOI: 10.25346/s6glldth/mg0j7t
title: Codebook on Developing LAI PrEP Campaign for LMSM
DOI: 10.15468/dl.7aymw9
title: Occurrence Download

description: A dataset containing 3543 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Ramphocoris clotbey"
 ]
}

 The dataset includes 3543 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029977-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25346/s6p8emqj
title: Data Tables for Manuscript on Developing a LAI PrEP Campaign for Latino MSM

description: Enclosed are all the quotes used to support our main themes and the corresponding codebook.
DOI: 10.25346/s6p8emqj/3o931v
title: Developing LAI PrEP Campaign for LMSM
DOI: 10.15468/dl.upgwa7
title: Occurrence Download

description: A dataset containing 3409 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mentzelia dispersa"
 ]
}

 The dataset includes 3409 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029976-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18702288
title: O'ZBEKISTONDA KICHIK BIZNES VA XUSUSIY TADBIRKORLIKNING EKSPORT SALOHIYATINI RIVOJLANTIRISH MEXANIZMLARI

description: Ushbu tezis O‘zbekistonda kichik biznes va xususiy tadbirkorlik subyektlarining eksport salohiyatini oshirishga qaratilgan mexanizmlarni ilmiy jihatdan o‘rganadi. Tadqiqotda 2018–2025 yillar davomidagi makroiqtisodiy statistika, xalqaro tajriba va kichik biznes va xususiy tadbirkorlik vakillaridan olingan so‘rovnoma natijalariga tayanilgan. O‘rganish natijalari shuni ko‘rsatadiki, instituttsional qo‘llab-quvvatlash mexanizmlarini kuchaytirish, moliyaviy resurslar mavjudligini ta’minlash va raqamli eksport infratuzilmasini rivojlantirish kichik biznesning xalqaro bozorlardagi raqobatbardoshligini sezilarli darajada oshirishi mumkin. Tezisda aniq siyosiy tavsiyalar ishlab chiqilgan.
DOI: 10.5281/zenodo.18702287
title: O'ZBEKISTONDA KICHIK BIZNES VA XUSUSIY TADBIRKORLIKNING EKSPORT SALOHIYATINI RIVOJLANTIRISH MEXANIZMLARI

description: Ushbu tezis O‘zbekistonda kichik biznes va xususiy tadbirkorlik subyektlarining eksport salohiyatini oshirishga qaratilgan mexanizmlarni ilmiy jihatdan o‘rganadi. Tadqiqotda 2018–2025 yillar davomidagi makroiqtisodiy statistika, xalqaro tajriba va kichik biznes va xususiy tadbirkorlik vakillaridan olingan so‘rovnoma natijalariga tayanilgan. O‘rganish natijalari shuni ko‘rsatadiki, instituttsional qo‘llab-quvvatlash mexanizmlarini kuchaytirish, moliyaviy resurslar mavjudligini ta’minlash va raqamli eksport infratuzilmasini rivojlantirish kichik biznesning xalqaro bozorlardagi raqobatbardoshligini sezilarli darajada oshirishi mumkin. Tezisda aniq siyosiy tavsiyalar ishlab chiqilgan.
DOI: 10.15468/dl.thakfm
title: Occurrence Download

description: A dataset containing 14520 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Flora de las Reservas Distritales de Humedal de Bogotá, D.C."
 ]
}

 The dataset includes 14520 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029978-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rnrk59
title: Occurrence Download

description: A dataset containing 55585 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Udea ferrugalis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 55585 records from 362 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029934-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.