cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.hfj3n4
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Labeo barbatus Boulenger, 1898"
 ]
}

 The dataset includes 66 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0326732-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rxgj47
title: Occurrence Download

description: A dataset containing 7871 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ipomoea triloba L."
 ]
}

 The dataset includes 7871 records from 351 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012761-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2xglok
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyprinodon pisteri Miller & Minckley, 2002"
 ]
}

 The dataset includes 30 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011120-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.th66g9
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Camponotus nitidior"
 ]
}

 The dataset includes 25 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0333167-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uct8gk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lophopilumnus dilatipes (Adams & White, 1849)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1970",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((108.080642 16.439832, 121.84182 16.084389, 123.975906 41.313386, 108.669355 40.867975, 108.080642 16.439832))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012818-230828120925497/datasets/export for details.
DOI: 10.15468/dl.gukp5t
title: Occurrence Download

description: A dataset containing 10080 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Viburnum L.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is United States of America"
 ]
}

 The dataset includes 10080 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0267942-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.prfsvg
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Delphinium griseum Gilli"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019363-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.apvaxp
title: Occurrence Download

description: A dataset containing 525448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-10000.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "Issue is Coordinate rounded",
 "Issue is Geodetic datum assumed WGS84",
 "Issue is Coordinate reprojected",
 "Issue is Country derived from coordinates",
 "Issue is Recorded date invalid"
 ]
 },
 "OccurrenceStatus is Present",
 "TaxonKey is Hypericum L."
 ]
}

 The dataset includes 525448 records from 930 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0421181-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdv3xg
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudobarbus senticeps (Smith, 1936)"
 ]
}

 The dataset includes 17 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0333168-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5wdqur
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pleisticanthoides simplex (Rathbun, 1932)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1970",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((108.080642 16.439832, 121.84182 16.084389, 123.975906 41.313386, 108.669355 40.867975, 108.080642 16.439832))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012734-230828120925497/datasets/export for details.
DOI: 10.15468/dl.46awqt
title: Occurrence Download

description: A dataset containing 1720 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Tree Species Occurrence Data of Accacia Commiphora Woodland of Tanzania.",
 "Geometry POLYGON((18.35277 -10.75579,54.64723 -10.75579,54.64723 3.75579,18.35277 3.75579,18.35277 -10.75579))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1720 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0420638-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jq6m3n
title: Occurrence Download

description: A dataset containing 836351 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sorbus aucuparia L."
 ]
}

 The dataset includes 836351 records from 1319 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082530-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gkh5gu
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Davilanthus huajuapanus (Panero & Villaseñor) E.E.Schill. & Panero"
 ]
}

 The dataset includes 9 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153566-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dmvfsw
title: Occurrence Download

description: A dataset containing 158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Panthera onca (Linnaeus, 1758)"
 ]
}

 The dataset includes 158 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015960-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h52rqz
title: Occurrence Download

description: A dataset containing 210 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Croton nitrariifolius Baill."
 ]
}

 The dataset includes 210 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153567-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u0qfpj
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bachia bresslaui (Amaral, 1935)"
 ]
}

 The dataset includes 10 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003699-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.53j7jj
title: Occurrence Download

description: A dataset containing 772 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Freshwater Lamprey Survey Data"
 ]
}

 The dataset includes 772 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005366-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.capzxg
title: Occurrence Download

description: A dataset containing 92362 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Butomus umbellatus L.)"
 ]
}

 The dataset includes 92362 records from 589 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0167527-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wjh7kn
title: Occurrence Download

description: A dataset containing 1424 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Serissa Comm. ex A.Juss."
 ]
}

 The dataset includes 1424 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211219-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.66cydv
title: Occurrence Download

description: A dataset containing 135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Naemorhedus goral (Hardwicke, 1825), Naemorhedus baileyi Pocock, 1914)"
 ]
}

 The dataset includes 135 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015961-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c77ubc
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ursinia alpina N.E.Br."
 ]
}

 The dataset includes 83 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025645-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j255ad
title: Occurrence Download

description: A dataset containing 382 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sinoadina Ridsdale"
 ]
}

 The dataset includes 382 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211222-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hman68
title: Occurrence Download

description: A dataset containing 1719 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sericanthe Robbr."
 ]
}

 The dataset includes 1719 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211218-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mvt7u6
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ursinia filipes (E.Mey. ex DC.) N.E.Br."
 ]
}

 The dataset includes 58 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025654-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7znxqa
title: Occurrence Download

description: A dataset containing 43277 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-92.75391 -56.82654,-23.4961 -56.82654,-23.4961 12.07943,-92.75391 12.07943,-92.75391 -56.82654))",
 "HasGeospatialIssue is false",
 "TaxonKey is Primates"
 ]
}

 The dataset includes 43277 records from 229 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0272230-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5k6jj3
title: Occurrence Download

description: A dataset containing 157 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ursinia calenduliflora (DC.) N.E.Br."
 ]
}

 The dataset includes 157 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025650-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v9dd24
title: Occurrence Download

description: A dataset containing 843 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sphinctanthus Benth."
 ]
}

 The dataset includes 843 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211224-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c9w6kt
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is Germany",
 "TaxonKey is Bombus cryptarum (Fabricius, 1775)"
 ]
}

 The dataset includes 102 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001266-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.efb5wx
title: Occurrence Download

description: A dataset containing 878 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Strumpfia Jacq."
 ]
}

 The dataset includes 878 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211227-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5re4g
title: Occurrence Download

description: A dataset containing 7367 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Beauveria Vuill., 1912"
 ]
}

 The dataset includes 7367 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025655-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ugmjmd
title: Occurrence Download

description: A dataset containing 11612 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tricalysia A.Rich. ex DC."
 ]
}

 The dataset includes 11612 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211236-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.65z62k
title: Occurrence Download

description: A dataset containing 2631 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Hyptis brevipes Poit."
 ]
}

 The dataset includes 2631 records from 206 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001277-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/jhrtdj9txm.3
title: ShrimpDiseaseImageBD: An Image Dataset for Computer Vision-Based Detection of Shrimp Diseases in Bangladesh

description: The ‘ShrimpDiseaseImageBD’ is a dataset of images designed to help in the identification of shrimp diseases commonly found in aquaculture within Bangladesh using computer vision techniques. This dataset has the potential to play an important role in the aquaculture field, where detection of the shrimp disease with proper timing and precision are very important to monitor shrimp health and maintain economic security of farmers. The ShrimpDiseaseImageBD’ dataset contains images of different shrimp diseases collected in collaboration with local shrimp farms. The dataset will assist in developing and evaluating automated disease detection models and will prove to be of value to anyone working in the field of computer vision and aquaculture. Enriched with images of shrimp diseases, such a dataset holds significant potential to stimulate much research and practical application in automated health monitoring in aquaculture. The dataset is released to the public domain to encourage further research and development in this domain. 

The dataset is systematically organized into two main directories within the "Root" folder: "Raw Images" and "Annotated Diseased Shrimp Images." The "Raw Images" directory contains 1149 images, divided into four subfolders: "Healthy" (403 images), "BG" (198 images), "WSSV" (328 images), and "BG_WSSV" (220 images). Each folder categorizes the images according to the health status or disease type, providing a structured arrangement for easy access. In the "Annotated Diseased Shrimp Images" directory, the images are organized into three subfolders named "BG," "WSSV," and "BG_WSSV", each containing two additional subfolders named "Images" and "Labels." The "Images" subfolder includes the actual shrimp images, while the "Labels" subfolder holds annotation data for the corresponding images. This structured organization facilitates efficient navigation and supports effective use in machine learning model training by providing both raw and annotated data in a clear and accessible format.
DOI: 10.17632/6n27597vdf.1
title: Cerebellar control of targeted tongue movements

description: Data repository for paper "Cerebellar control of targeted tongue movements", Bina et al., 2025, JPHYS
DOI: 10.17632/6n27597vdf.2
title: Cerebellar control of targeted tongue movements

description: Data repository for paper "Cerebellar control of targeted tongue movements", Bina et al., 2025, JPHYS
DOI: 10.5281/zenodo.14674806
title: Detailed Report: Optimization and Analysis of a Laser-Plasma Confinement System

description: This report outlines the optimization of key parameters in a laser-plasma confinement system with magnetic stabilization using Kekulé-patterned graphene toroids. The system's performance in terms of plasma stability, laser interaction efficiency, and magnetic field distribution is analyzed based on simulations conducted in COMSOL Multiphysics. The aim is to develop a compact and efficient plasma confinement reactor suitable for energy
DOI: 10.5281/zenodo.14674807
title: Detailed Report: Optimization and Analysis of a Laser-Plasma Confinement System

description: This report outlines the optimization of key parameters in a laser-plasma confinement system with magnetic stabilization using Kekulé-patterned graphene toroids. The system's performance in terms of plasma stability, laser interaction efficiency, and magnetic field distribution is analyzed based on simulations conducted in COMSOL Multiphysics. The aim is to develop a compact and efficient plasma confinement reactor suitable for energy
DOI: 10.17632/vnzbg42zv7.1
title: Supplementary Materials – Can Immersive Training Complement On-Road Cycle Training for Children? Two Intervention Studies in Urban and Rural UK Communities

description: These data accompany the article entitled 'Can Immersive Training Complement On-Road Cycle Training for Children? Two Intervention Studies in Urban and Rural UK Communities'. They comprise the following files:

1. Urban Location – RAW DATA ANONYMISED.xlsx
2. Rural Location – RAW DATA ANONYMISED.xlsx
3. ORCA Transcripts (folder)
4. Transcript – ANALYSIS.xlsx (in above folder)
5. URBAN_070_Post_ORCA_ANONYMISED.mp4
6. RURAL_015_Retention_ORCA_ANONYMISED.mp4
DOI: 10.6084/m9.figshare.28255680
title: From CSV to Arrow: Creating a Unified Data Set for Efficient Cross-Platform Analysis

description: Handling open data, like the vast repository of New York City (NYC) 311 service requests, often starts with the ubiquitous CSV (comma-separated value) file format. However, CSV files are notoriously inefficient for curation, bogged down by redundancy and potential misinterpretations. Enter Apache Arrow, a game-changing approach that not only slashes storage requirements but also primes data for seamless analysis across popular platforms like R, Python, and Julia. Using the NYC 311 service request data, we demonstrate the conversion of a CSV file to the Arrow IPC (Inter-Process Communication) format. An Arrow file stores the table schema with the data in a binary format that can be memorymapped for reading, enabling instantaneous access to potentially large datasets. The Arrow IPC data serves as a universal starting point for analysis across various environments. In our example, this conversion is done in Julia, which has powerful packages for reading and writing CSV or Arrow files and calling functions in other popular environments such as R and Python.
DOI: 10.6084/m9.figshare.28255680.v1
title: From CSV to Arrow: Creating a Unified Data Set for Efficient Cross-Platform Analysis

description: Handling open data, like the vast repository of New York City (NYC) 311 service requests, often starts with the ubiquitous CSV (comma-separated value) file format. However, CSV files are notoriously inefficient for curation, bogged down by redundancy and potential misinterpretations. Enter Apache Arrow, a game-changing approach that not only slashes storage requirements but also primes data for seamless analysis across popular platforms like R, Python, and Julia. Using the NYC 311 service request data, we demonstrate the conversion of a CSV file to the Arrow IPC (Inter-Process Communication) format. An Arrow file stores the table schema with the data in a binary format that can be memorymapped for reading, enabling instantaneous access to potentially large datasets. The Arrow IPC data serves as a universal starting point for analysis across various environments. In our example, this conversion is done in Julia, which has powerful packages for reading and writing CSV or Arrow files and calling functions in other popular environments such as R and Python.