cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/6y747j4w5g
title: Mango Fruit Image Classification - Uganda

description: This dataset contains 37,957 high-resolution images of mango fruits collected in Eastern Uganda (Soroti District: Aloet and Madera areas) using smartphone cameras under natural daylight conditions. It includes both healthy and defective mangoes, representing a wide range of post-harvest conditions encountered during harvesting, handling, and marketing.

Dataset Organization:
Original: 4,699 raw images captured in the field.
Preprocessed: 5,064 images resized and center-cropped for consistent framing.
Augmented: 28,194 images generated via flipping, brightness adjustment, cropping, and controlled 90°/270° rotations to simulate natural orientation changes.

File Format & Access:
Images are stored in JPEG format.
The dataset is provided in .zpaq format for maximum compression and can be extracted using PeaZip (Windows).

A .zip version of the dataset is also available on Kaggle: https://www.kaggle.com/datasets/joanitanamuyiga/mango-fruit-image-classification-uganda

Potential Applications:
Computer vision and image processing research
Fruit quality assessment and post-harvest defect studies
Machine learning applications for classification, defect detection, and infection segmentation
DOI: 10.17632/6y747j4w5g.1
title: Mango Fruit Image Classification - Uganda

description: This dataset contains 37,957 high-resolution images of mango fruits collected in Eastern Uganda (Soroti District: Aloet and Madera areas) using smartphone cameras under natural daylight conditions. It includes both healthy and defective mangoes, representing a wide range of post-harvest conditions encountered during harvesting, handling, and marketing.

Dataset Organization:
Original: 4,699 raw images captured in the field.
Preprocessed: 5,064 images resized and center-cropped for consistent framing.
Augmented: 28,194 images generated via flipping, brightness adjustment, cropping, and controlled 90°/270° rotations to simulate natural orientation changes.

File Format & Access:
Images are stored in JPEG format.
The dataset is provided in .zpaq format for maximum compression and can be extracted using PeaZip (Windows).

A .zip version of the dataset is also available on Kaggle: https://www.kaggle.com/datasets/joanitanamuyiga/mango-fruit-image-classification-uganda

Potential Applications:
Computer vision and image processing research
Fruit quality assessment and post-harvest defect studies
Machine learning applications for classification, defect detection, and infection segmentation
DOI: 10.17632/w68hwtb98d.2
title: Code: A general model based on Riemannian manifold for stable decoding continuous hand movement trajectory from ECoG signals in non-human primate

description: This repository contains source code relevant of the manuscript:
A general model based on Riemannian manifold for stable decoding continuous hand movement trajectory from ECoG signals in non-human primate.
Reza Eyvazpour, Behraz Farrokhi, and Abbas Erfanian

Summary:
This study proposes a novel method for decoding continuous 3D hand trajectories from electrocorticographic (ECoG) signals for brain-computer interface (BCI) applications, addressing the challenge of inter-session variability. The approach combines Riemannian geometry-based feature extraction with LSTM-BiLSTM networks to enable transfer learning across sessions. Using ECoG data from five monkeys performing reaching tasks, spatial covariance matrices were computed from ten frequency band powers and mapped onto a Riemannian manifold to extract session-invariant features. These features, along with spectral data, were used to train deep learning models (LSTM-BiLSTM). The proposed method outperformed baseline models using only spectral features, showing enhanced generalization across sessions and supporting the utility of geometric-temporal modeling in BCI development.

For more details and code usage, please refer to the description file.
DOI: 10.15468/dl.ekrr96
title: Occurrence Download

description: A dataset containing 540 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dianthus deltoides",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 540 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028220-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n44mvn
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dianthus deltoides",
 "Country is Iceland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028221-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3zszkr
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dianthus deltoides",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028222-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17222158
title: Dataset for "Detection of Apparent Defects in Large Bridge Based on Unmanned Aerial Vehicles and Few-shot Deep Learning Method"

description: This dataset contains labeled images for bridge defects detection. This is also part of the appendix of the paper titled "Detection of Apparent Defects in Large Bridge Based on Unmanned Aerial Vehicles and Few-shot Deep Learning Method."
DOI: 10.5281/zenodo.17222159
title: Dataset for "Detection of Apparent Defects in Large Bridge Based on Unmanned Aerial Vehicles and Few-shot Deep Learning Method"

description: This dataset contains labeled images for bridge defects detection. This is also part of the appendix of the paper titled "Detection of Apparent Defects in Large Bridge Based on Unmanned Aerial Vehicles and Few-shot Deep Learning Method."
DOI: 10.15468/dl.hy8ujx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sylvia abyssinica",
 "Country is one of (Brunei Darussalam, Indonesia, Philippines, Timor-Leste, Singapore)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028223-250920141307145/datasets/export for details.
DOI: 10.15468/dl.armjer
title: Occurrence Download

description: A dataset containing 394 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Neopyropia yezoensis"
 ]
}

 The dataset includes 394 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028224-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15151/esrf-es-2227803777
title: Saliva proteins with important functions for our innate immune system

description: This proposal seeks beamtime at ESRF BM29 to advance our investigation into the conformational ensemble (CoE) and oligomerization behavior of intrinsically disordered proteins (IDPs), focusing on the salivary peptide Histatin 1 (Hst1). Building on prior work using SAXS and molecular dynamics (MD) simulations of Histatin 5, we now aim to apply similar approaches to the self-associating Hst1 peptide. Our goal is to characterize its oligomeric states using SEC-SAXS under varying concentrations and flow rates, complemented by standard solution measurements. The results will be integrated with explicit water MD simulations to develop a decomposition method for analyzing oligomeric IDP solutions. Given the antiviral potential of Hst1, these studies not only offer structural insights but may also inform future therapeutic applications. We request 48 hours of beamtime to perform SEC-SAXS and BioRobot measurements on ~200 samples, to support this multidisciplinary investigation.
DOI: 10.15151/esrf-es-2254592825
title: Clay and silicate minerals

description: Diffraction from minerals used in ceramic applications
DOI: 10.15468/dl.nk2ebk
title: Occurrence Download

description: A dataset containing 88390 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "OccurrenceStatus is Present",
 "TaxonKey is Tsuga",
 "Year 1000-2025"
 ]
}

 The dataset includes 88390 records from 172 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028175-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15151/esrf-es-2227638242
title: Mineralization Control & Reversible Conformational Changes in Liquid-Crystalline Snail Adhesive

description: Certain species of terrestrial snails are capable of anchoring their full bodyweight to a variety of surfaces under both wet and dry conditions thanks to a thin-film structure known as a mucus epiphragm. Preliminary findings indicate that Cepaea nemoralis epiphragm may employ adhesion strategies similar to bivalve byssus, specifically in the use of liquid crystal phases and coiled-coil building blocks. However, little is known regarding the material’s structure, the storage and assembly of its precursors, or their response to mechanical deformation. The partially calcified nature of epiphragm also serves as a useful platform for studying the snail’s stabilization of amorphous mineral phases in acellular environments. We aim to employ scanning XRD/XRF to demonstrate specific chemical and mechanical cues which locally alter epiphragm structure, with special attention given to the control of calcium carbonate crystallization and water-activated self-healing behaviour.
DOI: 10.15151/esrf-es-2227638373
title: Insights into the lipid inverse liquid crystalline mesophase behaviour of ionisable lipid nanoparticles encapsulating mRNAs by time-resolved

description: Gene therapeutics using mRNAs, DNAs, and siRNAs hold great potential to revolutionise many disease prevention and treatment. The quest for safer, more effective, cell-specific, and organ-targeting delivery system for the nucleic acids still needs significant research effort. This proposal aims to use the ESRF ID02 beamline, in particular its time-resolved, rapid-mixing stopped-flow apparatus, to investigate the lipid nanoparticles (LNPs) as gene delivery systems. In particular, various novel LNP formulations and the benchmark clinical LNP formulation replicates (used in the COVID-19 mRNA vaccines) will be systematically studied at the ID02 beamline in terms of their self-assembly process and structure formation kinetics upon mixing with mRNAs in aqueous solutions or mixing with proteins in serum. The improved understanding of the structure-function relationship will have a significant impact in designing safer and more effective LNPs with cell and organ targeting ability.
DOI: 10.15151/esrf-es-2227639430
title: Advanced X-ray nano-Tomography for Investigating Damage Mechanisms in Multilayer Polymer Films for Hydrogen Storage

description: This proposal aims to investigate damage mechanisms in multilayer polymer films for hydrogen storage using synchrotron X-ray nano-tomography. These films must balance high fracture resistance with excellent gas barrier properties. Preliminary studies reveal that transverse cracking and inter-ply cavitation significantly influence energy dissipation and failure. Post-mortem nano-tomography will characterize damage across multiple scales, from nanometer-sized cavities to millimeter-scale crack propagation. By leveraging the high spatial resolution of ESRF’s beamlines, we aim to correlate microstructural features with damage evolution, particularly under mechanical loading and rapid gas decompression. These insights will enhance failure prediction and material optimization, contributing to the design of next-generation, safer hydrogen storage solutions.
DOI: 10.15151/esrf-es-2227639594
title: Fe and V oxidation state in chromites formed within the fusion crust of ordinary chondrite meteorites

description: We propose to study the oxidation state of V and Fe in chromites [(Fe,Mg)(Cr,Al,Ti,V)2O4] formed within the fusion crust of ordinary chondrite meteorites and compare the results with chromites found in the interior of the meteorites. Micro-XAS data collected on the proposed samples can be investigated by comparing pre-edge peaks with those of model compounds with known Fe or V oxidation state and coordination number. The proposed beamline (ID21) is ideal to collect data on samples that display chromite crystals as small as 2-5 micrometres within the fusion crust. The expected results are important in studying the temperature-redox conditions of the incoming meteoroid during atmospheric passage, and also to compare experimental data on meteorites and ceramics obtained during heating experiments using induction heated plasma wind tunnels. For this proposal we plan to measure Fe- and V K-edge XANES data for three ordinary chondrites of H, L and LL group.
DOI: 10.15151/esrf-es-2227080672
title: Large-strain remelting and texture development in semi-crystalline PEEK

description: In semi crystalline PEEK, morphological details have a strong influence on mechanical properties. When studying intrinsic deformation behaviour of semi-crystalline PEEK, very little strain hardening is observed at higher strains (&gt;0.15). This could be due to an interplay of crystalline texture development and simultaneous melting of the crystal structure with deformation. With in-situ 2D WAXS on compression tests, we can establish the relation between the (homogeneous) deformation and the development of texture and melting of crystals. This analysis will determine the origin of the reduced hardening in semi-crystalline PEEK and will contribute to more reliable lifetime predictions for semi-crystalline PEEK.
DOI: 10.15468/dl.gg8vhx
title: Occurrence Download

description: A dataset containing 948580 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "OccurrenceStatus is Present",
 "TaxonKey is Picea",
 "Year 1000-2025"
 ]
}

 The dataset includes 948580 records from 1286 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028169-250920141307145/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.26606599
title: Additional file 2 of Neural coding of autonomic functions in different states of consciousness

description: Additional file 2. The file includes EEG-ECG Mutual Information data supporting the secondary analysis on hemorrhagic patients.
DOI: 10.6084/m9.figshare.26606626.v1
title: Additional file 6 of Darier’s disease exhibits a unique cutaneous microbial dysbiosis associated with inflammation and body malodour

description: Additional file 6. Transcriptome raw read counts data.
DOI: 10.6084/m9.figshare.26570581.v1
title: Additional file 2 of Colonization resistance is dispensable for segregation of oral and gut microbiota

description: Additional file 2. ASV table for cohort 1.
DOI: 10.6084/m9.figshare.26570584
title: Additional file 3 of Colonization resistance is dispensable for segregation of oral and gut microbiota

description: Additional file 3. ASV table for cohort 2.
DOI: 10.15468/dl.vucs5g
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.598573 -32.636483, 148.598573 -32.638729, 148.603065 -32.638729, 148.603065 -32.640975, 148.607556 -32.640975, 148.607556 -32.64322, 148.612048 -32.64322, 148.612048 -32.636483, 148.598573 -32.636483))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067239-240626123714530/datasets/export for details.
DOI: 10.6084/m9.figshare.26676212
title: Additional file 1 of Polymorphisms in transcription factor binding sites and enhancer regions and pancreatic ductal adenocarcinoma risk

description: Additional file 1. Data S1 Detailed information of overall meta-analysis result in all-three populations.
DOI: 10.6084/m9.figshare.26676212.v1
title: Additional file 1 of Polymorphisms in transcription factor binding sites and enhancer regions and pancreatic ductal adenocarcinoma risk

description: Additional file 1. Data S1 Detailed information of overall meta-analysis result in all-three populations.
DOI: 10.6084/m9.figshare.26676215
title: Additional file 2 of Polymorphisms in transcription factor binding sites and enhancer regions and pancreatic ductal adenocarcinoma risk

description: Additional file 2. Data S2 ABC scores and targeted genes of the selected enhancer SNPs.
DOI: 10.6084/m9.figshare.26676215.v1
title: Additional file 2 of Polymorphisms in transcription factor binding sites and enhancer regions and pancreatic ductal adenocarcinoma risk

description: Additional file 2. Data S2 ABC scores and targeted genes of the selected enhancer SNPs.
DOI: 10.6084/m9.figshare.26676218
title: Additional file 3 of Polymorphisms in transcription factor binding sites and enhancer regions and pancreatic ductal adenocarcinoma risk

description: Additional file 3. Data S3 Detailed information of selected variants from discovery phase.
DOI: 10.6084/m9.figshare.26676218.v1
title: Additional file 3 of Polymorphisms in transcription factor binding sites and enhancer regions and pancreatic ductal adenocarcinoma risk

description: Additional file 3. Data S3 Detailed information of selected variants from discovery phase.
DOI: 10.6084/m9.figshare.26606620
title: Additional file 4 of Darier’s disease exhibits a unique cutaneous microbial dysbiosis associated with inflammation and body malodour

description: Additional file 4: Supplementary Table S2. Abundant OTUs on DD skin.
DOI: 10.6084/m9.figshare.26606620.v1
title: Additional file 4 of Darier’s disease exhibits a unique cutaneous microbial dysbiosis associated with inflammation and body malodour

description: Additional file 4: Supplementary Table S2. Abundant OTUs on DD skin.
DOI: 10.6084/m9.figshare.26606626
title: Additional file 6 of Darier’s disease exhibits a unique cutaneous microbial dysbiosis associated with inflammation and body malodour

description: Additional file 6. Transcriptome raw read counts data.
DOI: 10.6084/m9.figshare.26606623.v1
title: Additional file 5 of Darier’s disease exhibits a unique cutaneous microbial dysbiosis associated with inflammation and body malodour

description: Additional file 5. Enriched Pathways in IDS vs. NIDS skin.
DOI: 10.15468/dl.fu5px6
title: Occurrence Download

description: A dataset containing 1190 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caluromys derbianus (Waterhouse, 1841)"
 ]
}

 The dataset includes 1190 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067240-240626123714530/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.26676248
title: Additional file 1 of From efficacy to effectiveness: a comprehensive framework for monitoring, evaluating and optimizing seasonal malaria chemoprevention programmes

description: Additional file 1.
DOI: 10.6084/m9.figshare.26676248.v1
title: Additional file 1 of From efficacy to effectiveness: a comprehensive framework for monitoring, evaluating and optimizing seasonal malaria chemoprevention programmes

description: Additional file 1.
DOI: 10.6084/m9.figshare.26676263
title: Additional file 1 of Percutaneous pulmonary valve implantation in a patient with congenitally corrected transposition of the great arteries: a case report

description: Additional file 1: Video S1, S2. Ventriculography at the level of homograft.
DOI: 10.6084/m9.figshare.26676263.v1
title: Additional file 1 of Percutaneous pulmonary valve implantation in a patient with congenitally corrected transposition of the great arteries: a case report

description: Additional file 1: Video S1, S2. Ventriculography at the level of homograft.
DOI: 10.6084/m9.figshare.26676266
title: Additional file 2 of Percutaneous pulmonary valve implantation in a patient with congenitally corrected transposition of the great arteries: a case report

description: Additional file 2: Video S3, S4. Coronary artery testing.
DOI: 10.6084/m9.figshare.26676266.v1
title: Additional file 2 of Percutaneous pulmonary valve implantation in a patient with congenitally corrected transposition of the great arteries: a case report

description: Additional file 2: Video S3, S4. Coronary artery testing.
DOI: 10.15468/dl.8kb7ed
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.544674 -32.638729, 148.544674 -32.640975, 148.542428 -32.640975, 148.542428 -32.64322, 148.553657 -32.64322, 148.553657 -32.640975, 148.549166 -32.640975, 148.549166 -32.638729, 148.544674 -32.638729))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067241-240626123714530/datasets/export for details.
DOI: 10.15468/dl.t7exsg
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Specimen, Material citation, Material sample)",
 "Country is Ecuador",
 "DatasetKey is one of (EOD – eBird Observation Dataset, iNaturalist Research-grade Observations, University of Michigan Museum of Zoology, Division of Birds, Museum of Comparative Zoology, Harvard University, Xeno-canto - Bird sounds from around the world, WFVZ Bird Collections, Academy of Natural Sciences of Philadelphia Ornithology Collection, International Barcode of Life project (iBOL), Macaulay Library Audio and Video Collection, Observation.org, Nature data from around the World)",
 "GadmGid is ECU.7.10_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 28 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067242-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12786066
title: 3D super-resolution datasets associated with the paper "Whole-cell multi-target single-molecule super-resolution imaging in 3D with microfluidics and a single-objective tilted light sheet"

description: 3D single-molecule super-resolution datasets corresponding to reconstructions shown in Whole-cell multi-target single-molecule super-resolution imaging in 3D with microfluidics and a single-objective tilted light sheet by Saliba & Gagliano, Gustavsson et. al.
DOI: 10.5281/zenodo.12786067
title: 3D super-resolution datasets associated with the paper "Whole-cell multi-target single-molecule super-resolution imaging in 3D with microfluidics and a single-objective tilted light sheet"

description: 3D single-molecule super-resolution datasets corresponding to reconstructions shown in Whole-cell multi-target single-molecule super-resolution imaging in 3D with microfluidics and a single-objective tilted light sheet by Saliba & Gagliano, Gustavsson et. al.
DOI: 10.6084/m9.figshare.26570587
title: Additional file 4 of Colonization resistance is dispensable for segregation of oral and gut microbiota

description: Additional file 4. ASV table for cohort 3.