cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.kk96gd
title: Occurrence Download

description: A dataset containing 924 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cleome spinosa",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 924 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006329-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17608/k6.auckland.5662066.v1
title: Online Appendices: INFORMAS Public Sector Module (Food-EPI)

description: Online Appendices for Public Sector Module (Food-EPI)
DOI: 10.15468/dl.6jwvue
title: Occurrence Download

description: A dataset containing 116139 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Hymenoptera"
 ]
 },
 "HasCoordinate is TRUE",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2024",
 "DecimalLatitude is greater than or equal to 43.30987",
 "DecimalLatitude is less than or equal to 43.96776",
 "DecimalLongitude is greater than or equal to -80.36362",
 "DecimalLongitude is less than or equal to -79.17646",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 116139 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006295-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7bbf56
title: Occurrence Download

description: A dataset containing 244 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (ESP.3_1, ESP.5.3_1)",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (0363cbd4-f666-455e-8e86-0bbddcf51950, 7b4f2f30-a456-11d9-8049-b8a03c50a862, 730cd32c-627f-44a8-9d93-fcfb23ade969, 6f3ccc65-0a54-4e65-ae7e-13b92d618e7c, 797b2594-278e-421d-88c1-0925d122d611, 8209258a-80e8-4094-aba2-a3febe5ed45b, cb202839-87c6-456a-821c-dc5b268a200f)",
 "TaxonKey is one of (Achillea odorata, Lotus hispidus, Viola odorata)"
 ]
}

 The dataset includes 244 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006331-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p2s8qy
title: Occurrence Download

description: A dataset containing 244 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (ESP.3_1, ESP.5.3_1)",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (0363cbd4-f666-455e-8e86-0bbddcf51950, 7b4f2f30-a456-11d9-8049-b8a03c50a862, 730cd32c-627f-44a8-9d93-fcfb23ade969, 6f3ccc65-0a54-4e65-ae7e-13b92d618e7c, 797b2594-278e-421d-88c1-0925d122d611, 8209258a-80e8-4094-aba2-a3febe5ed45b, cb202839-87c6-456a-821c-dc5b268a200f)",
 "TaxonKey is one of (Achillea odorata, Lotus hispidus, Viola odorata)"
 ]
}

 The dataset includes 244 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006332-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18601212
title: Kerala Vehicle Colour Classification Dataset

description: Kerala Vehicle Colour Classification Dataset (KVCC)

Description

This dataset consists of 1,104 high-resolution vehicle images captured from ANPR camera feeds in the Kozhikode district of Kerala, India with support from the Kerala Police Department. The dataset was curated to support research in vehicle attribute recognition under unconstrained environmental conditions, specifically addressing challenges like sunlight glare and varied illumination.

Dataset Structure

The images are organized into 5 primary color classes:



Black

Blue

Gray

Red

White


The data is split into Training (80%), Validation (10%), and Testing (10%) sets.

Naming Convention

All images have been renamed using the format: KVCC_[Index].jpg

Metadata

The included 'metadata.csv' provides a mapping of:



Filename: The unique KVCC ID.

Label: The ground truth color class.


Usage

This dataset is intended for academic and research purposes. If you use this dataset, please cite:

Arun Natarajan et al.Robust Vehicle Colour and License Plate Recognition in Indian Traffic Conditions: A Hybrid Approach using YOLO and Multi-View Consensus Scoring.

Authors

Arun Natarajan, Kamble Aditya Dattatray, Thareesh Prabakaran, Rachel Aji Joseph, Abhinav Kurup, Hafeez Muhammed, Shihabudheen K. V., Munavar Fairooz C.

National Institute of Technology Calicut, Kozhikode, Kerala, India

License: Creative Commons Attribution 4.0 International (CC BY 4.0)
DOI: 10.5281/zenodo.18601211
title: Kerala Vehicle Colour Classification Dataset

description: Kerala Vehicle Colour Classification Dataset (KVCC)

Description

This dataset consists of 1,104 high-resolution vehicle images captured from ANPR camera feeds in the Kozhikode district of Kerala, India with support from the Kerala Police Department. The dataset was curated to support research in vehicle attribute recognition under unconstrained environmental conditions, specifically addressing challenges like sunlight glare and varied illumination.

Dataset Structure

The images are organized into 5 primary color classes:



Black

Blue

Gray

Red

White


The data is split into Training (80%), Validation (10%), and Testing (10%) sets.

Naming Convention

All images have been renamed using the format: KVCC_[Index].jpg

Metadata

The included 'metadata.csv' provides a mapping of:



Filename: The unique KVCC ID.

Label: The ground truth color class.


Usage

This dataset is intended for academic and research purposes. If you use this dataset, please cite:

Arun Natarajan et al.Robust Vehicle Colour and License Plate Recognition in Indian Traffic Conditions: A Hybrid Approach using YOLO and Multi-View Consensus Scoring.

Authors

Arun Natarajan, Kamble Aditya Dattatray, Thareesh Prabakaran, Rachel Aji Joseph, Abhinav Kurup, Hafeez Muhammed, Shihabudheen K. V., Munavar Fairooz C.

National Institute of Technology Calicut, Kozhikode, Kerala, India

License: Creative Commons Attribution 4.0 International (CC BY 4.0)
DOI: 10.5281/zenodo.18601245
title: European research projects on Industry 5.0

description: This Excel file collects Industry 5.0 projects from the database of CORDIS along with an assessment of the projects in relation to relevance to the rail sector.
DOI: 10.5281/zenodo.18601246
title: European research projects on Industry 5.0

description: This Excel file collects Industry 5.0 projects from the database of CORDIS along with an assessment of the projects in relation to relevance to the rail sector.
DOI: 10.15468/dl.hyupb8
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Piabucus caudomaculatus",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006333-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57830/2315265
title: Seasonal Drivers of Density in a Subarctic Population of Northern Red-backed Voles

description: This reference contains the script for analyses related to the paper Seasonal Drivers of Density in a Subarctic Population of Northern Red-backed Voles. It also includes the data files (capture histories, covariates, and trap locations) for this analysis, along with a ReadMe file containing metadata.
DOI: 10.15468/dl.m4huc6
title: Occurrence Download

description: A dataset containing 5136 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ardisia japonica",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 5136 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006335-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mv68bg
title: Occurrence Download

description: A dataset containing 6471 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coix lacryma-jobi",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 6471 records from 393 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006338-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yf8nsz
title: Occurrence Download

description: A dataset containing 141199450 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-120.86351 14.69587,-85.12513 14.69587,-85.12513 31.70241,-120.86351 31.70241,-120.86351 14.69587))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 141199450 records from 4142 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006272-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/b33pf78h62.1
title: Facial Emotion Recognition Dataset for Children with Autism

description: The Facial Emotion Recognition Dataset for Children with Autism (FER-Autism) is a curated and augmented image collection developed to advance research in Autism Spectrum Disorder (ASD) detection and facial emotion recognition using computer vision and deep learning techniques.

The dataset contains 1,200 training images and 220 testing images, carefully selected to ensure diversity and representativeness across emotion categories. It is an enhanced and restructured version of an existing Autism Facial Recognition Dataset. Through systematic data augmentation and a balanced train/test split, this dataset provides a robust foundation for building accurate and generalizable models capable of identifying emotional patterns and ASD-related facial cues in children.

This dataset was developed under the supervision of Prof. Shimaa Elgamal, Lecturer of Neurology, Faculty of Medicine, Kafrelsheikh University (Google Scholar Profile
).

Data Augmentation

To enhance diversity and robustness, a comprehensive data augmentation pipeline was implemented using the Albumentations library. Each original image was augmented 10 times, introducing variations in geometry, color, brightness, and noise to simulate real-world conditions and reduce overfitting.

Key Augmentation Techniques:

Geometric: Horizontal flip and random rotation (±10°).

Color & Brightness: Hue, saturation, and value shifts; gamma contrast adjustment.

Noise & Quality: Gaussian blur and Gaussian noise.

Resizing & Cropping: Random cropping and resizing to 224×224 pixels.

These transformations strengthen the dataset’s capacity to train models that generalize well across different lighting, orientations, and environments.

Emotion Classes

The dataset includes six primary facial emotion categories representing a range of affective states in children:

Natural

Anger

Fear

Joy

Sadness

Surprise
additional help links
https://onlinelibrary.wiley.com/doi/10.1002/aur.70030?utm_source=chatgpt.com
https://arxiv.org/abs/2307.13706?utm_source=chatgpt.com
DOI: 10.15468/dl.6z6wiu
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050589-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jmennd
title: Occurrence Download

description: A dataset containing 192 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Picris amalecitana (Boiss.) Eig"
 ]
}

 The dataset includes 192 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078968-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.36wuh7
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Coleoptera of Genting Highland, Malaysia: Species richness and diversity changes along the elevations",
 "Geometry POLYGON((83.33723 -3.75579,119.66277 -3.75579,119.66277 10.75579,83.33723 10.75579,83.33723 -3.75579))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 146 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0288022-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p0qvts
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023016-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rilepq
title: Occurrence Download

description: A dataset containing 575211339 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 575211339 records from 12318 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001165-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e94jnj
title: Occurrence Download

description: A dataset containing 219 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Iris longiscapa"
 ]
}

 The dataset includes 219 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033304-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12553850
title: Trending Youtube Video Statistics (113 Countries)
DOI: 10.15468/dl.faq576
title: Occurrence Download

description: A dataset containing 144 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brachyscome stolonifera"
 ]
}

 The dataset includes 144 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033305-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.na7t8b
title: Occurrence Download

description: A dataset listing the 359 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((21.71629 -21.69641,22.92188 -21.68975,22.91855 -20.70396,21.73294 -20.70396,21.71629 -21.69641))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset's 359 records were derived from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033288-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25824/redu/g7lxzr
title: Desinfecção de placas de fósforo fotoestimulável: influência na qualidade radiográfica e em diferentes tarefas de diagnóstico

description: Este conjunto de dados correspondem a um estudo experimental destinado a avaliar a desinfecção de placas de fósforo fotoestimulável (PSP) e seus impactos na qualidade e no diagnóstico radiográficos. Para o primeiro objetivo, duas PSP sem uso prévio foram utilizadas para investigar a qualidade radiográfica após sucessivos ciclos de desinfecção com ácido peracético, com aquisição de duas radiografias de um bloco de acrílico e de três escalas de alumínio a cada cinco desinfecções, resultando em 168 radiografias. Densidade, ruído, uniformidade e contraste das radiografias foram registrados, e três radiologistas avaliaram a presença de artefatos. Em seguida, para a avaliação de fraturas radiculares verticais (FRV), foram radiografados 20 dentes unirradiculares (10 com FRV e 10 sem FRV) posicionados em uma mandíbula humana, ao longo de 200 desinfecções, totalizando 220 radiografias. Cinco radiologistas analisaram essas imagens com base em uma escala de 5-pontos para o cálculo das métricas de diagnóstico (AUC, sensibilidade e especificidade). Por fim, para a avaliação de lesões de cárie proximal, 40 dentes (20 pré-molares e 20 molares) com padrão-ouro obtido por microtomografia computadorizada foram montados em 20 fantomas de silicone, seguindo o mesmo protocolo de desinfecção e aquisição, com produção de outras 220 radiografias. As métricas de diagnóstico também foram calculadas.
DOI: 10.15468/dl.y8ef7t
title: Occurrence Download

description: A dataset containing 10260 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nepeta nepetella"
 ]
}

 The dataset includes 10260 records from 222 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033306-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2n1hmv
title: CCDC 2444307: Experimental Crystal Structure Determination

description: Related Article: Alina A. Sonina, Darya S. Cheshkina, Igor P. Koskin, Christina S. Becker, Maxim S. Kazantsev|2025|Cryst.Growth Des.|25|5457|doi:10.1021/acs.cgd.5c00618
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.bjft5z
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panicum miliaceum",
 "Country is Slovakia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 49 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033307-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kb258z
title: Occurrence Download

description: A dataset containing 263 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isachne pulchella"
 ]
}

 The dataset includes 263 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033308-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5dpw36
title: Occurrence Download

description: A dataset containing 233488 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Anthoxanthum odoratum",
 "Continent is Europe",
 "Year is 1985,2020",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than 1000",
 {
 "not" : {
 "CoordinateUncertaintyInMeters" : [
 "is 301"
 ]
 }
 },
 {
 "not" : {
 "CoordinateUncertaintyInMeters" : [
 "is 999"
 ]
 }
 }
 ]
}

 The dataset includes 233488 records from 376 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033299-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1285/i22390359v69p1
title: Frontespizio
DOI: 10.15468/dl.bzne3p
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spartium junceum",
 "Country is Uruguay",
 "HasCoordinate is true"
 ]
}

 The dataset includes 52 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033309-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15365202
title: Single-molecule sequencing maps replication dynamics across the fission yeast genome, including centromeres

description: DNA replication dynamics in fission yeast remain incompletely understood, particularly in repetitive regions such as the centromeres and the rDNA. Here, we establish DNAscent (a nanopore sequencing method that detects BrdU-labelled nascent DNA and infers replication dynamics) to map replication at single-molecule resolution in fission yeast. For the first time, we have identified thousands of replication forks, as well as initiation, termination and pause events, on single sequenced molecules across the whole genome. This high coverage allowed us to identify replication patterns in poorly characterised regions. In the rDNA, we detect strand-specific pausing at replication fork barriers. At the mating-type locus, we find the most frequent pause site outside the rDNA. At centromeres, we find that replication initiation predominantly occurs in the outer repeats, while termination localises to central regions and that, only in centromere 2, there is an enrichment in pauses at the centromeric tRNAs. This work establishes a powerful single-molecule method for studying replication dynamics in fission yeast and provides insights into replication across repetitive regions that constitute a significant portion of the genomes of more complex organisms.
DOI: 10.5281/zenodo.15365203
title: Single-molecule sequencing maps replication dynamics across the fission yeast genome, including centromeres

description: DNA replication dynamics in fission yeast remain incompletely understood, particularly in repetitive regions such as the centromeres and the rDNA. Here, we establish DNAscent (a nanopore sequencing method that detects BrdU-labelled nascent DNA and infers replication dynamics) to map replication at single-molecule resolution in fission yeast. For the first time, we have identified thousands of replication forks, as well as initiation, termination and pause events, on single sequenced molecules across the whole genome. This high coverage allowed us to identify replication patterns in poorly characterised regions. In the rDNA, we detect strand-specific pausing at replication fork barriers. At the mating-type locus, we find the most frequent pause site outside the rDNA. At centromeres, we find that replication initiation predominantly occurs in the outer repeats, while termination localises to central regions and that, only in centromere 2, there is an enrichment in pauses at the centromeric tRNAs. This work establishes a powerful single-molecule method for studying replication dynamics in fission yeast and provides insights into replication across repetitive regions that constitute a significant portion of the genomes of more complex organisms.