cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/cy3ccgkx3n
title: Mango classification and segmentation dataset in Uganda

description: Mangoes are among the most important traditional fruits grown in Uganda, with several species cultivated across different regions of the country, including the Eastern region where the majority of our dataset was collected. Despite their economic and nutritional importance, limited work has been done on the classification and segmentation of local Ugandan mango varieties. This research aims to address that gap by developing reliable models for mango species classification and mango damage segmentation using a locally collected dataset.

The dataset is structured into three main components:

1. Mango Species Classification Dataset

This dataset contains 1,611 images of healthy mangoes, organized into nine different species, with each species stored in a separate folder. The images capture variations in shape, color, and texture across local mango varieties.

2. Segmentation Dataset

This dataset is designed for pixel-level damage detection and contains:

1,500 images of damaged mangoes

1,500 corresponding mango mask images

The segmentation images were augmented to increase dataset diversity and improve model generalization.

3. Damaged Dataset

This dataset is intended for damage/infection classification and consists of:

957 raw images of damaged/infected mangoes

6,419 augmented images generated to enhance model robustness

All mango images were captured under natural daylight conditions using smartphone cameras. The images were then preprocessed to remove background elements and resized to a uniform resolution of 256 × 256 pixels. All files are stored in JPG format.

This comprehensive dataset provides a strong foundation for developing machine learning and deep learning models for mango species classification and automated damage detection in local Ugandan mango varieties.
DOI: 10.17632/cy3ccgkx3n.1
title: Mango classification and segmentation dataset in Uganda

description: Mangoes are among the most important traditional fruits grown in Uganda, with several species cultivated across different regions of the country, including the Eastern region where the majority of our dataset was collected. Despite their economic and nutritional importance, limited work has been done on the classification and segmentation of local Ugandan mango varieties. This research aims to address that gap by developing reliable models for mango species classification and mango damage segmentation using a locally collected dataset.

The dataset is structured into three main components:

1. Mango Species Classification Dataset

This dataset contains 1,611 images of healthy mangoes, organized into nine different species, with each species stored in a separate folder. The images capture variations in shape, color, and texture across local mango varieties.

2. Segmentation Dataset

This dataset is designed for pixel-level damage detection and contains:

1,500 images of damaged mangoes

1,500 corresponding mango mask images

The segmentation images were augmented to increase dataset diversity and improve model generalization.

3. Damaged Dataset

This dataset is intended for damage/infection classification and consists of:

957 raw images of damaged/infected mangoes

6,419 augmented images generated to enhance model robustness

All mango images were captured under natural daylight conditions using smartphone cameras. The images were then preprocessed to remove background elements and resized to a uniform resolution of 256 × 256 pixels. All files are stored in JPG format.

This comprehensive dataset provides a strong foundation for developing machine learning and deep learning models for mango species classification and automated damage detection in local Ugandan mango varieties.
DOI: 10.15468/dl.zd578y
title: Occurrence Download

description: A dataset containing 417 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vitis bryoniifolia",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 417 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020692-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18650342
title: chromidotilapia_kingsleyae_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.18650343
title: chromidotilapia_kingsleyae_decontaminated_FSCR.fasta.gz
DOI: 10.17632/4mm72vhyff
title: Extreme climatic event properties drive metabolic and life-history trade-offs in early life stages of marine habitat-forming species

description: Data relating to the multiple stress experiment on A. calycularis
DOI: 10.15468/dl.s7ubsd
title: Occurrence Download

description: A dataset containing 53844 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is New Zealand Garden Bird Survey 2022"
 ]
}

 The dataset includes 53844 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020687-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/4mm72vhyff.1
title: Extreme climatic event properties drive metabolic and life-history trade-offs in early life stages of marine habitat-forming species

description: Data relating to the multiple stress experiment on A. calycularis
DOI: 10.5281/zenodo.18650315
title: СЛОЖНОЕ СИНТАКСИЧЕСКОЕ ЦЕЛОЕ (ССЦ) В СОВРЕМЕННОМ РУССКОМ И УЗБЕКСКОМ ЯЗЫКАХ.

description: В данной статье автор констатирует тот факт, что при обучении русскому языку всегда нужно учитывать родной язык обучаемого, а также проводит сопоставительный анализ русского и узбекского языков.
DOI: 10.5281/zenodo.18650314
title: СЛОЖНОЕ СИНТАКСИЧЕСКОЕ ЦЕЛОЕ (ССЦ) В СОВРЕМЕННОМ РУССКОМ И УЗБЕКСКОМ ЯЗЫКАХ.

description: В данной статье автор констатирует тот факт, что при обучении русскому языку всегда нужно учитывать родной язык обучаемого, а также проводит сопоставительный анализ русского и узбекского языков.
DOI: 10.17632/wpc85g9stv
title: Replication package: Unveiling diversity: Does diversity of uncertainty influence corporate cash holdings? (Treepongkaruna et al. - Economic Modelling,2026)

description: This package contains the Stata replication code and supporting documentation for the empirical analysis in the paper: "Unveiling Diversity: Does Diversity of Uncertainty Influence Corporate Cash Holdings?" published in Economic Modelling by Treepongkaruna, S., Jiraporn, P., Kyaw, K., and Padungsaksawasdi, C.
DOI: 10.17632/wpc85g9stv.1
title: Replication package: Unveiling diversity: Does diversity of uncertainty influence corporate cash holdings? (Treepongkaruna et al. - Economic Modelling,2026)

description: This package contains the Stata replication code and supporting documentation for the empirical analysis in the paper: "Unveiling Diversity: Does Diversity of Uncertainty Influence Corporate Cash Holdings?" published in Economic Modelling by Treepongkaruna, S., Jiraporn, P., Kyaw, K., and Padungsaksawasdi, C.
DOI: 10.17632/8tmrkffg3b
title: meta

description: meta
DOI: 10.17632/8tmrkffg3b.1
title: meta

description: meta
DOI: 10.17632/bpkksc9v5s.4
title: Android Malware Analysis

description: The uploaded dataset (CIC-AndMal2017) contain curated information for Android malware analysis. The dataset is provided in CSV format and includes features selected for effective classification and detection of various malware families and benign applications. It is structured with clearly labeled columns for features and class labels, enabling straightforward use for research, analysis, and benchmarking in Android malware detection studies. This CSV dataset were generated from existing publicly available Android malware dataset. We extracted and organized the relevant features into CSV format to facilitate analysis and reproducibility.
DOI: 10.17632/zr7hd6vfkz
title: Study of Internal tides Characteristics over Estern Arabian Sea _Thesis_animation

description: This dataset comprises the animation files developed as part of the thesis titled “Study of Internal Tide Characteristics over the Eastern Arabian Sea."
DOI: 10.17632/zr7hd6vfkz.1
title: Study of Internal tides Characteristics over Estern Arabian Sea _Thesis_animation

description: This dataset comprises the animation files developed as part of the thesis titled “Study of Internal Tide Characteristics over the Eastern Arabian Sea."
DOI: 10.15468/dl.xbvcbv
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-94.83598 24.96938,-75.41245 24.96938,-75.41245 37.01329,-94.83598 37.01329,-94.83598 24.96938))",
 "OccurrenceStatus is Present",
 "TaxonKey is Amanita westii"
 ]
}

 The dataset includes 30 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020693-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n6899b
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus caudifolius",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 60 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020694-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18650358
title: chrysichthys_habereri_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.18650359
title: chrysichthys_habereri_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.18650243
title: Muted tropical Pacific Ocean carbon response to the 2023 extreme El Niño

description: Data for
DOI: 10.5281/zenodo.18650242
title: Muted tropical Pacific Ocean carbon response to the 2023 extreme El Niño

description: Data for
DOI: 10.15468/dl.r5yqrq
title: Occurrence Download

description: A dataset containing 244 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Walsura pinnata",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 244 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020697-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18650372
title: chrysichthys_ornatus_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.18650371
title: chrysichthys_ornatus_decontaminated_FSCR.fasta.gz
DOI: 10.15468/dl.h6wc7z
title: Occurrence Download

description: A dataset containing 6491 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Etmopterus lucifer"
 ]
}

 The dataset includes 6491 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020698-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18649335
title: MSS-CT-5 (Test)

description: test 1mm: 0000.nii.gz ~ 299.nii.gz (300 cases)

test 5mm: 0000.nii.gz ~ 299.nii.gz (300 cases)
DOI: 10.5281/zenodo.18649334
title: MSS-CT-5 (Test)

description: test 1mm: 0000.nii.gz ~ 299.nii.gz (300 cases)

test 5mm: 0000.nii.gz ~ 299.nii.gz (300 cases)
DOI: 10.15468/dl.dg8v55
title: Occurrence Download

description: A dataset containing 54411 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heptagenia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 54411 records from 188 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020672-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yc5zgf
title: Occurrence Download

description: A dataset containing 11529 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Smilax china",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 11529 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020699-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xmaq4a
title: Occurrence Download

description: A dataset containing 58214 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is New Zealand Garden Bird Survey 2021"
 ]
}

 The dataset includes 58214 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020695-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18650363
title: ABDULLA QAHHOR HIKOYALARIDA NOVERBAL LISONIY BIRLIKLARNING VOQELANISHI

description: Ushbu maqolada verbal va noverbal lisoniy birliklarning nutqiy muloqotdagi o‘rni va vazifasi, ularning umumlingvistik mohiyatini aniqlash, uning boshqa turdosh, chegaradosh sohalar bilan munosabatini, uzviy aloqadorligini ta`minlovchi jihatlarni, shuningdek, individual o'ziga xosliklarni ifodalovchi belgi xususiyatlari Abdulla Qahhor hikoyalari misolida yoritib berilgan.
DOI: 10.5281/zenodo.18650362
title: ABDULLA QAHHOR HIKOYALARIDA NOVERBAL LISONIY BIRLIKLARNING VOQELANISHI

description: Ushbu maqolada verbal va noverbal lisoniy birliklarning nutqiy muloqotdagi o‘rni va vazifasi, ularning umumlingvistik mohiyatini aniqlash, uning boshqa turdosh, chegaradosh sohalar bilan munosabatini, uzviy aloqadorligini ta`minlovchi jihatlarni, shuningdek, individual o'ziga xosliklarni ifodalovchi belgi xususiyatlari Abdulla Qahhor hikoyalari misolida yoritib berilgan.
DOI: 10.15468/dl.f5fhvs
title: Occurrence Download

description: A dataset containing 413 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Chlamydoselachus anguineus"
 ]
}

 The dataset includes 413 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020702-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18650409
title: chrysichthys_thonneri_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.18650410
title: chrysichthys_thonneri_decontaminated_FSCR.fasta.gz
DOI: 10.15468/dl.v2aa6u
title: Occurrence Download

description: A dataset containing 2734 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tetrastigma obtectum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 2734 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020703-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.20383/103.01420
title: Project_04 Q37 StudyTitle Probing for drugs that mitigate sensitization and compulsive checking: effect of mCPP dose (0 0.625 and 1.25 mg/kg) on development produced by a low dose of QNP (0.125 mg/kg)

description: This study (Q37) is one of a series of studies performed in the Szechtman lab at McMaster University and deposited in the FRDR public repository as a collection under the name "A Digital Library of Behavioural Performance in Standardized Conditions - Szechtman Lab Collection". This collection as a whole constitutes a big dataset containing raw data objects of video, track, and path plot records of rats exploring for 55 minutes a large testing environment in a standardized paradigm during chronic treatment with psychostimulant drugs; for details of this big dataset see, https://www.frdr-dfdr.ca/repo/collection/szechtmanlab. The historical context for study Q37 was Project_04 entitled: "Probing for drugs that mitigate sensitization and compulsive checking". Title of experiment in Q37 was "Effect of mCPP dose (0.625 and 1.25 mg/kg) co-injected with a fixed dose of QNP (0.125 mg/kg) on the development of sensitization and induction of compulsive checking".
DOI: 10.5281/zenodo.18650424
title: chuco_intermedium_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.18650423
title: chuco_intermedium_decontaminated_FSCR.fasta.gz
DOI: 10.15468/dl.mhz6hf
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Toxicodendron acuminatum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 72 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020704-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18650437
title: chuco_microphthalmus_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.18650436
title: chuco_microphthalmus_decontaminated_FSCR.fasta.gz
DOI: 10.15468/dl.3e9sv4
title: Occurrence Download

description: A dataset containing 4527 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Toxicodendron succedaneum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 4527 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020705-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t6ezdk
title: Occurrence Download

description: A dataset containing 57832 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Betula nana",
 "Year 2000-2026"
 ]
}

 The dataset includes 57832 records from 191 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020682-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.78ghmb
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Algeria",
 "TaxonKey is Curruca iberiae (Svensson, 2013)",
 "Year 1974-2025"
 ]
}

 The dataset includes 67 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014323-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7cxjzm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"TAXON_KEY","value":"9685907","matchCase":false},{"type":"equals","key":"BASIS_OF_RECORD","value":"Preserved Specimen","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014325-250515123054153/datasets/export for details.
DOI: 10.15468/dl.ps6gg6
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Algeria",
 "TaxonKey is Curruca hortensis (J.F.Gmelin, 1789)",
 "Year 1974-2025"
 ]
}

 The dataset includes 79 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014319-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16456639
title: Phased assemblies of 4 Cannabis genomes: Anders CBD, Hawthorne OG, Sri Lankan, and Travis CBD

description: The chromosome scale scaffolds are in the *-chromos.fasta.gz. Whole-genome annotations, derived from the cs10 reference and inclusive of copies with 99% exonic identity, are in the *-cs10-copies-99.gff.gz files. NLR predictions, as described in the manuscript, are in the *-NLR.bed files. These are simply loci predictions and so do not include CDS or exon components. TPS annotations transferred from cs10 (at 50% exonic identity) are in the *-tps.gff files.
DOI: 10.15468/dl.rck3ah
title: Occurrence Download

description: A dataset containing 12910 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cuculus gularis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 12910 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053369-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ssccq
title: Occurrence Download

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

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053371-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d88kyn
title: Occurrence Download

description: A dataset containing 8632 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium incarnatum",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8632 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053372-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16457105
title: Revealing the Altermagnetism in Hematite via XMCD Imaging and Anomalous Hall Electrical Transport

description: Altermagnets are a class of magnetic materials that exhibit unconventional transport properties, such as an anomalous Hall effect,despite having compensated sublattice magnetic moments. In this study, we report fundamental experimental evidence of the al-termagnetic nature of hematite (α-Fe2O3), combining electrical transport with advanced XPEEM imaging with linear and circulardichroism contrast. Our measurements directly visualize the N´eel vector’s coupling to the crystal orientation, confirming hematite’saltermagnetic order and its symmetry-driven transport behavior. Thetransport measurements reveal an anisotropic AHE with a pro-nounced crystal orientation dependence, including a sign inversion for specific N´eel vector alignments. Supported by first-principlestheoretical calculations, we explain how the interplay between collinear spin and crystal symmetry breaking drives the observedanomalous Hall effect. These findings establish hematite as an altermagnet, paving the way for experimental identification of alter-magnetic materials and their integration into spintronic technologies.