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

description: A dataset containing 477 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lupinus polyphyllus",
 "Country is Lithuania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 477 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032457-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14816717
title: Sargassum accumulation and transport by mesoscale eddies

description: Data and scripts to reproduce the figures presented in the article:  Sargassum accumulation and transport by mesoscale eddies
DOI: 10.5281/zenodo.14816716
title: Sargassum accumulation and transport by mesoscale eddies

description: Data and scripts to reproduce the figures presented in the article:  Sargassum accumulation and transport by mesoscale eddies
DOI: 10.15468/dl.km3z4a
title: Occurrence Download

description: A dataset containing 197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleusine indica",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 197 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032458-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5a9gft
title: Occurrence Download

description: A dataset containing 894 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lupinus polyphyllus",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 894 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032459-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.azyf4w
title: Occurrence Download

description: A dataset containing 620 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium bauhinii"
 ]
}

 The dataset includes 620 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032461-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d78mjb
title: Occurrence Download

description: A dataset containing 0 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 (Lithobates sylvaticus)",
 "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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032460-250717081556266/datasets/export for details.
DOI: 10.15468/dl.emzdps
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Spatholobus suberectus",
 "Year 1980-2025"
 ]
}

 The dataset includes 29 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032462-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bd2vsm
title: Occurrence Download

description: A dataset containing 1671 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhamnus prinoides",
 "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 1671 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032466-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wg8wkb
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rapistrum rugosum",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 88 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032463-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vq9j8v
title: Occurrence Download

description: A dataset containing 3 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 (Lithobates sylvaticus)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032465-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w7z362
title: Occurrence Download

description: A dataset containing 149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Gentiana dahurica",
 "Year 1970-2000"
 ]
}

 The dataset includes 149 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032467-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pbk76z
title: Occurrence Download

description: A dataset containing 53589 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lupinus polyphyllus",
 "Country is Finland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 53589 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032441-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16081130
title: MAPPING THE PRENATAL GROWTH OF THE MANDIBLE

description: This repository contains all geometrical data and metadata belonging to the paper MAPPING THE PRENATAL GROWTH OF THE MANDIBLE by the MAGIC Amsterdam research consortium. NaN values are used throughout when values were unknown or unavailable. The following contents are uploaded:

fetal_coordinates.csv | 14 x 126 matrix containing the 3-dimensional coordinates of the annotated landmarks of the 42 samples, where the rows are landmarks and the columns are x-, y-, and z-coordinates of the 42 samples formatted [x1, y1, z1, x2, y2, z2, ..., x42, y42, z42]. The order of the landmarks is:1 right coronoid2 right condyle, buccal point3 right condyle, cranial point4 right condyle, lingual point5 right condyle, posterior point6 right gonion7 right menton8 left coronoid9 left condyle, buccal point10 left condyle, cranial point11 left condyle, lingual point12 left condyle, posterior point13 left gonion14 left menton

fetal_measurements.csv | 42 x 11 matrix where rows are samples and columns are measurements. The order of the measurements is:1 body length, right2 body length, left3 ramus height, right4 ramus height, left5 gonial angle, right6 gonial angle, left7 bigonial width8 bicondylar width9 body length, left and right average10 ramus height, left and right average11 gonial angle, left and right average

fetal_metadata.csv | This matrix contains the sample code (first column), age in days (second column) and biological sex (third column, 1 = male and 2 = female) for all samples (rows).
DOI: 10.15468/dl.a6xq5p
title: Occurrence Download

description: A dataset containing 252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dittrichia graveolens",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 252 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032468-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dtmhta
title: Occurrence Download

description: A dataset containing 1085 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium atratum"
 ]
}

 The dataset includes 1085 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032471-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3b6qdz
title: Occurrence Download

description: A dataset containing 10786 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lupinus polyphyllus",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10786 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032472-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dcw4m7
title: Occurrence Download

description: A dataset containing 155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhamnus staddo",
 "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 155 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032474-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2zd37t
title: Occurrence Download

description: A dataset containing 223 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleusine indica",
 "Country is Costa Rica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 223 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032473-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16079481
title: DLR Highway Traffic dataset (DLR HT)

description: The dataset includes both raw and metadata from the Test Bed Lower Saxony in Braunschweig, Germany.

The raw data comprises trajectory data of traffic participants, along with current local weather data, and road condition data. The trajectory data is indexed by object ID and timestamps, including detailed information about the position, speed, acceleration, dimensions, and classification of each object. The weather data provide information on wind, sunlight, precipitation, visibility, and more. The road surface data provide information on surface temperature, water layer thickness, and more.

The metadata contains data extracted from the raw trajectory data, specifically traffic volume data, and 4 OpenSCENARIO files that represent the trajectory data using FollowTrajectoryActions.

For any questions regarding the dataset, please contact opendata-ts@dlr.de. For citation, please refer to the publication available on TechRxiv. 



Take a look at the DLR Urban Traffic dataset if you're interested in urban traffic data.
DOI: 10.48366/r1432041
title: Integrating AI and Interactive Tools in Engineering Education - Recent Innovations and Pedagogical Impacts

description: This review synthesizes recent advancements in engineering and computer science education, focusing on the integration of artificial intelligence, intelligent agents, and interactive simulation tools. Drawing from five empirical studies published in 2025, the review highlights diverse pedagogical approaches, including curriculum-linked AI interventions, dynamic course content generation, and modular arithmetic learning tools. Key findings reveal improvements in computational thinking, student engagement, and programming performance, offering insights into the evolving role of technology-enhanced learning in higher education.
DOI: 10.34740/kaggle/dsv/12551619
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.ptgrdz
title: Occurrence Download

description: A dataset containing 3 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 (Lithobates pipiens)",
 "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 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032477-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vfy4ks
title: Occurrence Download

description: A dataset containing 43074 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 (Lithobates pipiens)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 43074 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032475-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26193/hhmeuz
title: 2023 New Zealand Election Study

description: The 2023 Election occurred on 14 October 2023. This post-election survey was administered by mail and online by COMPASS at the University of Auckland.

Funding provided by Victoria University of Wellington, the New Zealand Electoral Commission, the University of Auckland.
description: New Zealand Election Study
DOI: 10.15468/dl.cvysq7
title: Occurrence Download

description: A dataset containing 0 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 (Lithobates pipiens)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032476-250717081556266/datasets/export for details.
DOI: 10.15468/dl.nyp8p2
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rapistrum rugosum",
 "Country is Uruguay",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032479-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16354201
title: Replication data for the article: "Mixed genetic background better recapitulates developmental and psychiatric phenotypes and heterogeneity than inbred C57BL/6J mice", by Dudas et al.

description: This dataset contains all raw data with statistical analyses and R program codes used to analyze the data and create figures presented in the submitted article:

Dudas A., Novak A., Gora C., Pecnard E., Azzopardi N., Morisset-Lopez S., Pellissier L.P. Mixed genetic background better recapitulates developmental and psychiatric phenotypes and heterogeneity than inbred C57BL/6J mice, 2025.
description: The information contained in each file: 



table_S1.xlsx - raw data, descriptive statistics, and results of statistical tests for standardized behavioral assays performed in adult mice

table_S2.xlsx - raw data, descriptive statistics, and results of statistical tests for complex social interaction assay in the Live Mouse Tracker

table_S3.xlsx - raw data, descriptive statistics, and results of statistical tests for standardized behavioral assays performed in isolated and group-housed mice

data_analysis.Rmd - R markdown file containing all the codes used to analyze the data and create plots presented in figures of the article
DOI: 10.5281/zenodo.16354202
title: Replication data for the article: "Mixed genetic background better recapitulates developmental and psychiatric phenotypes and heterogeneity than inbred C57BL/6J mice", by Dudas et al.

description: This dataset contains all raw data with statistical analyses and R program codes used to analyze the data and create figures presented in the submitted article:

Dudas A., Novak A., Gora C., Pecnard E., Azzopardi N., Morisset-Lopez S., Pellissier L.P. Mixed genetic background better recapitulates developmental and psychiatric phenotypes and heterogeneity than inbred C57BL/6J mice, 2025.
description: The information contained in each file: 



table_S1.xlsx - raw data, descriptive statistics, and results of statistical tests for standardized behavioral assays performed in adult mice

table_S2.xlsx - raw data, descriptive statistics, and results of statistical tests for complex social interaction assay in the Live Mouse Tracker

table_S3.xlsx - raw data, descriptive statistics, and results of statistical tests for standardized behavioral assays performed in isolated and group-housed mice

data_analysis.Rmd - R markdown file containing all the codes used to analyze the data and create plots presented in figures of the article
DOI: 10.15468/dl.hdwkvq
title: Occurrence Download

description: A dataset containing 557 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heliotropium amplexicaule",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 557 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032483-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.epm9d2
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Croatia",
 "DatasetKey is Observation.org, Nature data from around the World",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hemaris fuciformis"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032482-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9u94h2
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lupinus polyphyllus",
 "Country is Serbia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032486-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xg8v7k
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleusine indica",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032488-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aacrwz
title: Occurrence Download

description: A dataset containing 2328 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scutia myrtina",
 "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 2328 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032485-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.