cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.6s3zt2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solenopsis invicta",
 "Country is Niue",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002545-250710112747441/datasets/export for details.
DOI: 10.15468/dl.ruvk4r
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Oenanthe oenanthe)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 32 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002546-250710112747441/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5hvj9k
title: Occurrence Download

description: A dataset containing 16396 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Oenanthe oenanthe)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 16396 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002547-250710112747441/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k82e7n
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solenopsis invicta",
 "Country is Nauru",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002544-250710112747441/datasets/export for details.
DOI: 10.15468/dl.en5zw7
title: Occurrence Download

description: A dataset containing 201858 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Zealand",
 "OccurrenceStatus is Present",
 "TaxonKey is Gerygone igata"
 ]
}

 The dataset includes 201858 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002498-250710112747441/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/j4nevz
title: BAM files (DEST pipeline)

description: Alignment files for the DNAseq data of 160 isofemale lines produced using the DEST pipeline. The BAM files' RG (read group) IDs have been modified to include sample information for better functionality of downstream analysis.
DOI: 10.15468/dl.tx6jsj
title: Occurrence Download

description: A dataset containing 23458 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Oenanthe oenanthe)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 23458 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002550-250710112747441/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ppmd2y
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solenopsis invicta",
 "Country is Solomon Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002554-250710112747441/datasets/export for details.
DOI: 10.15468/dl.srfhz5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solenopsis invicta",
 "Country is Papua New Guinea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002552-250710112747441/datasets/export for details.
DOI: 10.15468/dl.b9v8f5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solenopsis invicta",
 "Country is Samoa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002553-250710112747441/datasets/export for details.
DOI: 10.5258/soton/d3586
title: Data supporting the article "An efficient model for predicting the sound radiation from a railway rail accounting for cross-section deformation"

description: This dataset contains the numerical data used to produce Figures 5-23 of the publication, some of which are divided into sub-figures from (a)-(c).
DOI: 10.15468/dl.4hy9fx
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is one of (CHN.31_1, CHN.24_1, CHN.15_1, CHN.1_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is Miscanthus sacchariflorus"
 ]
}

 The dataset includes 24 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002555-250710112747441/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29541593
title: 111

description: 11111
DOI: 10.6084/m9.figshare.29541593.v3
title: 111

description: 11111
DOI: 10.6084/m9.figshare.29541593.v2
title: Data and code to build a web-application for assessing nature-based attenuation of extreme waves by mangroves

description: This dataset includes the data and code to build a web-application for assessing nature-based attenuation of extreme waves by mangroves. Detailed information is included in the Supplementary information in the folder. <br>Our wave measurements were conducted on Zhanjiang Coast (20.93° N, 110.17° E), South China from August 8 to September 11, 2024, when Typhoon Yagi occurred and from March 2 to May 6, 2025 when calm weather conditions prevailed.
DOI: 10.15468/dl.2udnj9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solenopsis invicta",
 "Country is Timor-Leste",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002556-250710112747441/datasets/export for details.
DOI: 10.15468/dl.gbwyy2
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solenopsis invicta",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002557-250710112747441/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5t7kq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solenopsis invicta",
 "Country is Tonga",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002560-250710112747441/datasets/export for details.
DOI: 10.15468/dl.hwv6mg
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alyssum aurantiacum"
 ]
}

 The dataset includes 50 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002561-250710112747441/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hxjetk
title: Occurrence Download

description: A dataset containing 81512 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Water Framework Directive Lake Macrophyte Status Survey Data 2007 to 2019"
 ]
}

 The dataset includes 81512 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002549-250710112747441/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5fkzj8
title: Occurrence Download

description: A dataset containing 21965 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-1060.0",
 "Geometry POLYGON((2.91833 50.26761,5.85803 50.26761,5.85803 51.72481,2.91833 51.72481,2.91833 50.26761))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lithobates catesbeianus"
 ]
}

 The dataset includes 21965 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002562-250710112747441/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15862126
title: Nigerian Multi-modal Road Traffic Crash Data

description: This is a Nigerian multi-modal road traffic crash (RTC) dataset curated from the Nigerian RTC corpus collected by Idakwo et al. (2025).

 

The dataset has 59 features across 3 modes  as follows:



Mode 1: unstructured textual data in column

'content_clean'


Mode 2: structured numerical data in columns


     'day_of_week', 'rtc_time', 'casualty', 'injured',
     'no_vehicles', 'lost_control', 'OVL', 'headon_collision',
     'rear_side_collision', 'avoid_collision', 'detached_container', 'SPV',
     'BRD', 'WOT_DOT', 'OBS', 'BFL', 'TBT', 'slope', 'off_road',
     'water_body', 'RTV', 'DGD', 'spillage', 'rain', 'poor_visibility',
     'animals', 'non_inflammable_goods', 'inflammable_goods', 'fire',
     'somersaulted', 'unregistered_vehicle', 'checkpoint', 'pedestrian',
     'articulated', 'motorcycle', 'tricycle', 'car', 'bus', 'buildings',
     'MDV', 'FTQ_SOS', 'UPWD', 'DAD', 'SLV', 'female', 'children', 'male',
     'PWR', 'OTH', 'elderly', 'junction', 'fly over', 'bend', 'roundabout',
     'turning', 'construction_zone'



Mode 3: multi-modal (fused Modes 1 and 2) data in columns


          'new_fused_1_2'



The last column 'severity' is the target/class column.


Some of the abbreviated RTC causative factors and their meanings are:



‘SPV’ - speed violation;

‘UPWD’ - use of phone while driving;

‘TBT’ - tyre burst;

‘MDV’ - mechanically deficient vehicle;

‘BFL’ - brake failure;

‘OVL‘ - overloading;

‘WOT_DOT‘ - wrongful or dangerous overtaking;

‘DGD’ - dangerous driving;

‘BRD’ - bad road;

‘RTV’ - route violation;

‘OBS’ - road obstruction violation;

‘DAD’ - driving under alcohol/drug influence;

‘PWR’ - poor weather;

’FTQ_SOS’ -  fatigue or sleeping on steering;

‘SLV’ - sign light violation; and

‘OTH’ - others (avoid collision and detached container).
DOI: 10.5281/zenodo.15862127
title: Nigerian Multi-modal Road Traffic Crash Data

description: This is a Nigerian multi-modal road traffic crash (RTC) dataset curated from the Nigerian RTC corpus collected by Idakwo et al. (2025).

 

The dataset has 59 features across 3 modes  as follows:



Mode 1: unstructured textual data in column

'content_clean'


Mode 2: structured numerical data in columns


     'day_of_week', 'rtc_time', 'casualty', 'injured',
     'no_vehicles', 'lost_control', 'OVL', 'headon_collision',
     'rear_side_collision', 'avoid_collision', 'detached_container', 'SPV',
     'BRD', 'WOT_DOT', 'OBS', 'BFL', 'TBT', 'slope', 'off_road',
     'water_body', 'RTV', 'DGD', 'spillage', 'rain', 'poor_visibility',
     'animals', 'non_inflammable_goods', 'inflammable_goods', 'fire',
     'somersaulted', 'unregistered_vehicle', 'checkpoint', 'pedestrian',
     'articulated', 'motorcycle', 'tricycle', 'car', 'bus', 'buildings',
     'MDV', 'FTQ_SOS', 'UPWD', 'DAD', 'SLV', 'female', 'children', 'male',
     'PWR', 'OTH', 'elderly', 'junction', 'fly over', 'bend', 'roundabout',
     'turning', 'construction_zone'



Mode 3: multi-modal (fused Modes 1 and 2) data in columns


          'new_fused_1_2'



The last column 'severity' is the target/class column.


Some of the abbreviated RTC causative factors and their meanings are:



‘SPV’ - speed violation;

‘UPWD’ - use of phone while driving;

‘TBT’ - tyre burst;

‘MDV’ - mechanically deficient vehicle;

‘BFL’ - brake failure;

‘OVL‘ - overloading;

‘WOT_DOT‘ - wrongful or dangerous overtaking;

‘DGD’ - dangerous driving;

‘BRD’ - bad road;

‘RTV’ - route violation;

‘OBS’ - road obstruction violation;

‘DAD’ - driving under alcohol/drug influence;

‘PWR’ - poor weather;

’FTQ_SOS’ -  fatigue or sleeping on steering;

‘SLV’ - sign light violation; and

‘OTH’ - others (avoid collision and detached container).
DOI: 10.5284/1133022
title: Digital Archive from Archaeological Monitoring at Plot 2, 35 Ashwell Street, Ashwell, Hertfordshire, April to June 2022

description: This collection consists of site images, a report and a CAD drawing from archaeological monitoring at 35 Ashwell Street, Ashwell, Hertfordshire. Works were conducted by Albion Archaeology between April and June 2022, prior to construction of a new dwelling and associated infrastructure. The investigations revealed two late Bronze Age/early Iron Age pits, an undated rectangular building, three additional post holes, and a small ditch (all undated).
DOI: 10.15468/dl.u7sr5z
title: Occurrence Download

description: A dataset containing 93950 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is NZL",
 "OccurrenceStatus is Present",
 "TaxonKey is Hemiphaga novaeseelandiae"
 ]
}

 The dataset includes 93950 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002509-250710112747441/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29544569
title: <b>Elsafty_Reports_of_Myeloid_Neoplasms_2024</b>

description: The aim of the collected dataset (Elsafty_Reports_of_Myeloid_Neoplasms_2024) is to provide specialized, world-class, and comprehensive templates for myeloid neoplasms that serve purposes in Hematopathology practice, teaching/training/examination, and automation, including verification and validation of relevant automated systems. This validated, up-to-date, 100% accurate, machine-readable, and novel/unprecedented dataset has been meticulously reviewed word-by-word by both Hematopathologists and attending physicians from various specialties who detect or diagnose such cases at multiple international medical centres. Such meticulous review, referencing the WHO 5th edition, the international consensus classification of myeloid neoplasms and acute leukemias, along with other relevant esteemed publications, justifies the complexity and diversity of the dataset while maintaining benchmark scientific quality.<br><br>The online web-based software developed for the automated generation of CBC and PBS review narrative interpretation, as well as for complete personalized Hematopathology CPC (<b><i>https://cbctst.com</i></b>), demonstrates the utility of this dataset in supporting the validation of such clinical-fit tools, which are requested to assist senior Hematopathologists by saving time and effort, addressing workforce shortages and stress, and minimizing liability and clerical errors.
DOI: 10.6084/m9.figshare.29544569.v1
title: <b>Elsafty_Reports_of_Myeloid_Neoplasms_2024</b>

description: The aim of the collected dataset (Elsafty_Reports_of_Myeloid_Neoplasms_2024) is to provide specialized, world-class, and comprehensive templates for myeloid neoplasms that serve purposes in Hematopathology practice, teaching/training/examination, and automation, including verification and validation of relevant automated systems. This validated, up-to-date, 100% accurate, machine-readable, and novel/unprecedented dataset has been meticulously reviewed word-by-word by both Hematopathologists and attending physicians from various specialties who detect or diagnose such cases at multiple international medical centres. Such meticulous review, referencing the WHO 5th edition, the international consensus classification of myeloid neoplasms and acute leukemias, along with other relevant esteemed publications, justifies the complexity and diversity of the dataset while maintaining benchmark scientific quality.<br><br>The online web-based software developed for the automated generation of CBC and PBS review narrative interpretation, as well as for complete personalized Hematopathology CPC (<b><i>https://cbctst.com</i></b>), demonstrates the utility of this dataset in supporting the validation of such clinical-fit tools, which are requested to assist senior Hematopathologists by saving time and effort, addressing workforce shortages and stress, and minimizing liability and clerical errors.
DOI: 10.15468/dl.dqkt92
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solenopsis invicta",
 "Country is Tuvalu",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002563-250710112747441/datasets/export for details.
DOI: 10.15468/dl.uvw6bk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solenopsis invicta",
 "Country is Vanuatu",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002564-250710112747441/datasets/export for details.
DOI: 10.15468/dl.9rbv4s
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solenopsis invicta",
 "Country is Marshall Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002565-250710112747441/datasets/export for details.
DOI: 10.6084/m9.figshare.24416749.v4
title: OpenCitations Index Scholix dataset of all the citation data

description: This dataset contains all the citation data (in Scholix format) included in the OpenCitations Index, released on March 24, 2025.<b>Note: </b>the information for each citation is sourced from OpenCitations Meta (https://opencitations.net/meta), a database that stores and delivers bibliographic metadata for all bibliographic resources included in the OpenCitations Indexes. The data provided in this dump is therefore based on the state of OpenCitations Meta at the time this collection was generated.This version of the dataset contains:2,155,497,918 citations;The size of the zipped archive is 40 GB, while the size of the unzipped Scholix files is 1.9 TB.
DOI: 10.15468/dl.bqbbft
title: Occurrence Download

description: A dataset containing 28972 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Zealand",
 "OccurrenceStatus is Present",
 "TaxonKey is Mohoua albicilla"
 ]
}

 The dataset includes 28972 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000000-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xr9n7r
title: Occurrence Download

description: A dataset containing 728023 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sturnus vulgaris",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 728023 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002533-250710112747441/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.24369136.v4
title: OpenCitations Index N-Triples dataset of all the citation data

description: This dataset contains all the citation data (in N-Triples format) included in the OpenCitations Index, released on March 24, 2025. In particular, any citation in the dataset, defined as an individual of the class <i>cito:Citation</i>, includes the following information:<b>[citation IRI]</b> the Open Citation Identifier (OCI) for the citation, defined in the final part of the URL identifying the citation (https://w3id.org/oc/index/ci/[OCI]);<b>[property "cito:hasCitingEntity"]</b> the citing entity identified by its OMID URL (https://https://opencitations.net/meta/[OMID]);<b>[property "cito:hasCitedEntity"]</b> the cited entity identified by its OMID URL (https://https://opencitations.net/meta/[OMID]);<b>[property "cito:hasCitationCreationDate"]</b> the creation date of the citation (i.e. the publication date of the citing entity);<b>[property "cito:hasCitationTimeSpan"]</b> the time span of the citation (i.e. the interval between the publication date of the cited entity and the publication date of the citing entity);<b>[type "cito:JournalSelfCitation"]</b> it records whether the citation is a journal self-citations (i.e. the citing and the cited entities are published in the same journal);<b>[type "cito:AuthorSelfCitation"]</b> it records whether the citation is an author self-citation (i.e. the citing and the cited entities have at least one author in common).<b>Note: </b>the information for each citation is sourced from OpenCitations Meta (https://opencitations.net/meta), a database that stores and delivers bibliographic metadata for all bibliographic resources included in the OpenCitations Indexes. The data provided in this dump is therefore based on the state of OpenCitations Meta at the time this collection was generated.This version of the dataset contains:2,155,497,918 citationsThe size of the zipped archive is 80.6 GB, while the size of the unzipped N-Triples files is 1.9 TB.