cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.97stge
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Bibasis anadi"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018773-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zrxvsh
title: Occurrence Download

description: A dataset containing 438 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neovison vison",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 438 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018774-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c5sxx7
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ziziphus mauritiana",
 "Country is Malaysia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018777-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ntbxvn
title: Occurrence Download

description: A dataset containing 17535 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neovison vison",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 17535 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018776-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tsrkgk
title: Occurrence Download

description: A dataset containing 464 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Physconia distorta",
 "Geometry POLYGON((-8.00174339329464 54.1998526673513, 0.202120938926891 54.1998526673513, 0.202120938926891 61.2628565887411, -8.00174339329464 61.2628565887411, -8.00174339329464 54.1998526673513))",
 "CoordinateUncertaintyInMeters is 0,101",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 464 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018778-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/k3sc6y6ndj
title: External Debt

description: External Debt - LMIR
DOI: 10.17632/k3sc6y6ndj.1
title: External Debt

description: External Debt - LMIR
DOI: 10.15468/dl.qrngf9
title: Occurrence Download

description: A dataset containing 1603 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum incanum",
 "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 1603 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018780-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/pdmkrdd75c
title: Advancing fatty liver research in dairy cows: Development of a bovine liver organoid model

description: supplemental information
DOI: 10.17632/pdmkrdd75c.1
title: Advancing fatty liver research in dairy cows: Development of a bovine liver organoid model

description: supplemental information
DOI: 10.15468/dl.q34kg5
title: Occurrence Download

description: A dataset containing 1232 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Megalechis thoracata"
 ]
}

 The dataset includes 1232 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018779-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/jpvwghv824
title: Collision Dynamics of Confined Particle Systems

description: The paper presents a computational study of collision dynamics in two-dimensional confined particle systems. To investigate the effects of container geometry, the authors conducted simulations across three different shapes: a square container (600×600 pixels), a rectangular container (900×400 pixels), and an elongated container (1200×300 pixels). In each case, the total area was kept constant, and the system was initialized with 10 particles having random velocities within the range of -5 to 5 pixels per time unit. Each configuration was repeated five times with different random seeds to ensure statistical reliability, resulting in 15 independent simulations for the container geometry analysis.

For analyzing particle density effects, simulations were carried out using a fixed square container of size 600×600 pixels while varying the number of particles. The densities considered were low (10 particles), medium (15 particles), and high (20 particles). All simulations used the same velocity range of -5 to 5 pixels per time unit for initial conditions. Like the previous case, each configuration was repeated five times with different seeds, leading to another set of 15 independent simulation runs focused on understanding how particle density influences collision behavior.

The effect of initial velocity distribution was explored using a fixed container size of 600×600 pixels and a constant particle count of 10. The initial velocities were sampled from three different ranges: low energy (-5 to 5), medium energy (-10 to 10), and high energy (-15 to 15) pixels per time unit. These settings were again tested across five independent trials for each range to account for variability due to random initialization, generating another 15 distinct simulations aimed at quantifying the impact of particle speed on collision rates.

Altogether, the study conducted a total of 45 independent simulations: 15 each for container geometry, particle density, and velocity distribution effects. Each dataset recorded particle-wall collisions, particle-particle collisions, and resulting velocity distributions over the course of the simulation. These systematically varied configurations enabled a robust analysis of how geometric and dynamic parameters influence the collision dynamics in confined particle systems.
DOI: 10.17632/jpvwghv824.1
title: Collision Dynamics of Confined Particle Systems

description: The paper presents a computational study of collision dynamics in two-dimensional confined particle systems. To investigate the effects of container geometry, the authors conducted simulations across three different shapes: a square container (600×600 pixels), a rectangular container (900×400 pixels), and an elongated container (1200×300 pixels). In each case, the total area was kept constant, and the system was initialized with 10 particles having random velocities within the range of -5 to 5 pixels per time unit. Each configuration was repeated five times with different random seeds to ensure statistical reliability, resulting in 15 independent simulations for the container geometry analysis.

For analyzing particle density effects, simulations were carried out using a fixed square container of size 600×600 pixels while varying the number of particles. The densities considered were low (10 particles), medium (15 particles), and high (20 particles). All simulations used the same velocity range of -5 to 5 pixels per time unit for initial conditions. Like the previous case, each configuration was repeated five times with different seeds, leading to another set of 15 independent simulation runs focused on understanding how particle density influences collision behavior.

The effect of initial velocity distribution was explored using a fixed container size of 600×600 pixels and a constant particle count of 10. The initial velocities were sampled from three different ranges: low energy (-5 to 5), medium energy (-10 to 10), and high energy (-15 to 15) pixels per time unit. These settings were again tested across five independent trials for each range to account for variability due to random initialization, generating another 15 distinct simulations aimed at quantifying the impact of particle speed on collision rates.

Altogether, the study conducted a total of 45 independent simulations: 15 each for container geometry, particle density, and velocity distribution effects. Each dataset recorded particle-wall collisions, particle-particle collisions, and resulting velocity distributions over the course of the simulation. These systematically varied configurations enabled a robust analysis of how geometric and dynamic parameters influence the collision dynamics in confined particle systems.
DOI: 10.17632/bf7ngy6dyk.1
title: Replication Package for "The Power of Title: Unintended Consequences of a Place-Based Innovation Policy in China"

description: This replication package accompanies the paper titled “The Power of Title: Unintended Consequences of a Place-Based Innovation Policy in China.”

The original dataset is confidential and cannot be shared publicly. To meet reproducibility requirements, this package includes:

(1) A synthetic firm-year panel dataset (19,312 observations),
(2) Computational code that reproduces all tables and figures in the paper,
(3) A custom Stata program (regcurve.do) used to generate Figure 3,
(4) A folder (Map/) containing synthetic mapping files for generating Figure 1,
(5) And a README file with documentation.

The synthetic dataset mimics the structure and statistical properties of the original confidential data and enables an independent observer to replicate the full computational workflow.

Interested readers may contact the authors for information on accessing the original data under appropriate conditions.
DOI: 10.17632/9g668bfhy5.2
title: RoseLeafSet: Real-World Leaf Image Dataset for AI-Based Agricultural Solutions

description: This RoseLeafSet dataset has been meticulously curated collected images (Primary 3,113, and Expanded 10,000) to support research in machine learning (ML), deep learning (DL), and computer vision (CV) for plant health assessment and disease classification. Collected from Amin Model Town, Khagan, Ashuliya, Dhaka, the dataset is a reflection of real-world agricultural conditions, capturing a variety of rose leaf health states under natural environmental lighting and backgrounds. The dataset consists of 3,113 annotated images, systematically categorized into four major classes:

Primary Images (3,113):
1. Healthy Leaf – 818 images
2. Black Spot – 1,288 images
3. Leaf Hole – 683 images
4. Dry Leaf – 324 images

Preprocessing Steps:
1. Background Remove
2. Add White Background
3. Cropping Image
4. Brightness Enhance
5. Contrast Enhance 
6. Resize into 2024 * 2024

Augmented Images (10,000):
1. Healthy Leaf – 2,500 images
2. Black Spot – 2,500 images
3. Leaf Hole – 2,500 images
4. Dry Leaf – 2,500 images

The classification reflects some of the most common rose plant conditions seen in Bangladeshi gardens and nurseries. Each class represents unique visual features—such as color changes, textural differences, and structural anomalies—that are vital for building accurate and robust classification models.

Image Collection Methodology:
Images were captured using high-resolution smartphone cameras at various angles and distances to ensure diversity. Different times of the day were considered to include a range of natural lighting conditions (e.g., direct sunlight, overcast, and shade), making the dataset suitable for real-world deployment scenarios. The data was further reviewed manually to eliminate duplicates, ensure class consistency, and maintain quality.

Use Cases and Research Scope, and dataset is highly applicable for:

- Supervised learning models: Training CNNs (e.g., DenseNet201, VGG16, InceptionV3, ResNet50) to classify leaf diseases.
- Transfer learning: Fine-tuning pre-trained architectures on this domain-specific dataset.
- Data augmentation studies: Investigating the impact of rotation, flipping, zooming, and brightness normalization to improve model generalization.
- Explainable AI (XAI): Developing interpretable models to assist agronomists and farmers in understanding model predictions.
- Mobile and edge computing deployment: Enabling real-time disease detection in low-resource settings using lightweight DL models.

Agricultural and Societal Impact:
Rose cultivation is economically and culturally significant in many parts of Bangladesh. Early detection of leaf diseases can substantially reduce the use of harmful pesticides, improve plant health, and boost productivity. This dataset serves as a foundation for precision agriculture systems and intelligent farming applications, promoting sustainability, cost-effectiveness, and technological integration in agriculture.
DOI: 10.5281/zenodo.15930378
title: Data for "A Hybrid Pipeline for Feature Reduction, and Ordinal Classification to Predict Antimicrobial Resistance from Genetic Profiles"
DOI: 10.17632/hrc52g6d2m
title: Two Novel Species, Phytophthora umbellatus sp. nov. and Phytopythium niubeiliangense sp. nov., from a Subtropical Island in Japan and a Warm-Temperate Forest in China

description: The Oomycetes are renowned for harboring several important pathogenic species, such as Phytophthora and Pythium. In this study, we describe two isolates: a non-papillate, homothallic Phytophthora strain and a papillate, asexual Phytopythium strain. The strains were collected from the subtropical island of Japan and a warm-temperate forest in China, respectively. Neither strain could be fully assigned to any known taxon, so they were characterized through morphological studies and multi-gene phylogenetic analyses. Furthermore, the mitochondrial genome of the new Phytophthora strain was sequenced and annotated, revealing a unique gene arrangement compared to related Phytophthora species. Based on these distinct morphological features and taxonomic status, we formally describe the two strains as new species. Detailed micro-morphological descriptions, illustrations, and molecular DNA data are provided to support their taxonomic classification.
DOI: 10.15468/dl.myrz2b
title: Occurrence Download

description: A dataset containing 127 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dufourea cuprea"
 ]
}

 The dataset includes 127 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018781-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/hrc52g6d2m.1
title: Two Novel Species, Phytophthora umbellatus sp. nov. and Phytopythium niubeiliangense sp. nov., from a Subtropical Island in Japan and a Warm-Temperate Forest in China

description: The Oomycetes are renowned for harboring several important pathogenic species, such as Phytophthora and Pythium. In this study, we describe two isolates: a non-papillate, homothallic Phytophthora strain and a papillate, asexual Phytopythium strain. The strains were collected from the subtropical island of Japan and a warm-temperate forest in China, respectively. Neither strain could be fully assigned to any known taxon, so they were characterized through morphological studies and multi-gene phylogenetic analyses. Furthermore, the mitochondrial genome of the new Phytophthora strain was sequenced and annotated, revealing a unique gene arrangement compared to related Phytophthora species. Based on these distinct morphological features and taxonomic status, we formally describe the two strains as new species. Detailed micro-morphological descriptions, illustrations, and molecular DNA data are provided to support their taxonomic classification.
DOI: 10.15468/dl.rfd4r3
title: Occurrence Download

description: A dataset containing 964 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chaetophractus villosus",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 964 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018782-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cmasq7
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ziziphus mauritiana",
 "Country is Mali",
 "HasCoordinate is true"
 ]
}

 The dataset includes 101 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018784-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jxgzdn
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ziziphus mauritiana",
 "Country is Maldives",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018783-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g3cmvu
title: Occurrence Download

description: A dataset containing 909 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vernonia amygdalina",
 "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 909 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018786-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ame3hu
title: Occurrence Download

description: A dataset containing 258430 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Daphne mezereum"
 ]
}

 The dataset includes 258430 records from 776 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018681-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gxue9d
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Norway",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Trachinus draco Linnaeus, 1758"
 ]
}

 The dataset includes 80 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002414-250525065834625/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/11963012
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.6gtend
title: Occurrence Download

description: A dataset containing 403 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sphyraena afra Peters, 1844)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 403 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002417-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/85wf-be77
title: Parkes observations for project P1338 semester 2025APRS_23

description: Fast radio bursts (FRBs) are millisecond-duration radio bursts of extragalactic origin. Since the discovery of the first FRB in the archival Parkes/Murriyang multibeam data, a broad dichotomy in population has emerged. Some FRBs have been seen to be repeating, while others are not, despite a significant amount of follow-up using different radio telescopes. The repeating FRB 20240114A was recently discovered by CHIME/FRB, which has been seen to have an exceptionally high burst activity. Such extreme burst activity has not been seen in any other source. The repeating FRBs, such as FRB 20240114A, provide an unparalleled window into their circumburst environment due to their repeating nature, which can be used to constrain possible progenitor models and test underlying emission mechanisms. The previous Parkes/Murriyang source follow-up has also revealed intriguing spectro-polarimetric properties, such as frequency-dependent evolution of burst central frequency or chromaticity, a possible activity window, significantly large circular polarisation (CP), and frequency-dependent CP. These properties hold the key towards understanding the circumburst environment of the FRBs, and test possible progenitor models. A large bandwidth instrument with reliable polarimetry has been critical in uncovering these properties. The ultra-wideband low (UWL) receiver on Parkes/Murriyang is ideally suited to explore the source's wideband spectro-temporal and polarimetric behaviour. We propose a campaign to regularly follow up FRB 20240114A to ascertain its long-term evolution of spectro-temporal properties.
DOI: 10.5281/zenodo.15522250
title: scSpecies Toy Test Datasets

description: Liver toy datasets to test the scSpecies package. Datasets are a randomly drawn subset of the mouse, human and hamster liver cell atlas. URL: https://www.livercellatlas.org/
DOI: 10.5281/zenodo.15522251
title: scSpecies Toy Test Datasets

description: Liver toy datasets to test the scSpecies package. Datasets are a randomly drawn subset of the mouse, human and hamster liver cell atlas. URL: https://www.livercellatlas.org/
DOI: 10.15468/dl.uurerx
title: Occurrence Download

description: A dataset containing 197572 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (North America, South America)",
 "TaxonKey is Poeciliidae"
 ]
}

 The dataset includes 197572 records from 388 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002419-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15522272
title: DJGLS Czech validation

description: Dataset, code, Supplementary material for the Study "Validation of the De Jong Gierveld Loneliness Scale (DJGLS) in the Czech Environment"
DOI: 10.5281/zenodo.15522273
title: DJGLS Czech validation

description: Dataset, code, Supplementary material for the Study "Validation of the De Jong Gierveld Loneliness Scale (DJGLS) in the Czech Environment"