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

description: A dataset containing 705 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Bidens bipinnata L."
 ]
}

 The dataset includes 705 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021898-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/6t893hpxg3
title: Data for "Functional study of FleQ reveals the co-regulation of flgG by rpoN2vemRfleQ operon members in Xanthomonas citri subsp. citri"

description: This repository contains raw data used in the manuscript " Functional study of FleQ reveals the co-regulation of flgG by rpoN2vemRfleQ operon members in Xanthomonas citri subsp. citri " by Wang et al., submitted to IScience.
DOI: 10.17632/6t893hpxg3.1
title: Data for "Functional study of FleQ reveals the co-regulation of flgG by rpoN2vemRfleQ operon members in Xanthomonas citri subsp. citri"

description: This repository contains raw data used in the manuscript " Functional study of FleQ reveals the co-regulation of flgG by rpoN2vemRfleQ operon members in Xanthomonas citri subsp. citri " by Wang et al., submitted to IScience.
DOI: 10.17632/fgjvs8589d
title: SUMO Cell Atlas Image Data

description: Raw confocal files used for data in figure 2-5 of manuscript: Elucidating tissue and sub-cellular specificity of the entire SUMO network reveals how stress responses are fine-tuned in a eukaryote.
DOI: 10.17632/fgjvs8589d.1
title: SUMO Cell Atlas Image Data

description: Raw confocal files used for data in figure 2-5 of manuscript: Elucidating tissue and sub-cellular specificity of the entire SUMO network reveals how stress responses are fine-tuned in a eukaryote.
DOI: 10.15468/dl.24vwd5
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 (Arenaria melanocephala (Vigors, 1829))",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018369-250525065834625/datasets/export for details.
DOI: 10.15468/dl.ukya4v
title: Occurrence Download

description: A dataset containing 1 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 (Arenaria melanocephala (Vigors, 1829))",
 "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 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018371-250525065834625/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.29228888
title: NullModelDemographicStochasticity

description: Illustration of the null model, representing demographic stochasticity, used to gauge provenance selection and opportunity for selection in an ex situ collection of Quercus arkansana at XX Author's Institution.
DOI: 10.6084/m9.figshare.29228888.v1
title: NullModelDemographicStochasticity

description: Illustration of the null model, representing demographic stochasticity, used to gauge provenance selection and opportunity for selection in an ex situ collection of Quercus arkansana at XX Author's Institution.
DOI: 10.5281/zenodo.15587123
title: Key-Residue-Annotate's Statistical Validation

description: This includes the data and scripts for the statistical validation of the KRA pipeline, discussed in my Master's dissertation, entitled "Key-Residue-Annotate: Refocusing on Putative Key Residues to Estimate Protein Function".
DOI: 10.5281/zenodo.15587124
title: Key-Residue-Annotate's Statistical Validation

description: This includes the data and scripts for the statistical validation of the KRA pipeline, discussed in my Master's dissertation, entitled "Key-Residue-Annotate: Refocusing on Putative Key Residues to Estimate Protein Function".
DOI: 10.48472/datapb/qeuelm
title: Biodiversidade de coleópteros da Paraíba, Brasil

description: Este dataset foi criado a partir das informações dos exemplares de Coleoptera depositados na Coleção Entomológica da Universidade Federal da Paraíba (DSEC), João Pessoa, Paraíba, Brasil. A coleção de Coleoptera da DSEC teve início como Professor Dr. Victor Py-Daniel em 1976. Para o repositório DATAPB foi realizada uma seleção de registros de besouros apenas para o estado da Paraíba, que atualmente reúne 611 espécimes com determinação taxonômica referente a 537 espécies, embora a Coleção de Coleoptera reúna cerca de 10 mil exemplares, com representantes de muitos estados brasileiros. Estes dados fornecem informações sobre a ocorrência e distribuição de muitas espécies de besouros para o estado da Paraíba, ampliando o número de espécies em aproximadamente três vezes.
DOI: 10.15468/dl.yhjv45
title: Occurrence Download

description: A dataset containing 27692 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Acer nigrum F.Michx.",
 "TaxonKey is Acer saccharum Marshall"
 ]
 },
 "HasCoordinate is TRUE",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2024",
 "DecimalLatitude is greater than or equal to 22.33941273206357",
 "DecimalLatitude is less than or equal to 56.47802094128505",
 "DecimalLongitude is greater than or equal to -89.38477198181909",
 "DecimalLongitude is less than or equal to -51.77540380141015",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 27692 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018372-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/wkpnlt
title: Replication Data for: Elite Persistence in the Era of England's Expanding Overseas Trade

description: This paper considers the consequences of England’s 17th-century dramatic expansion of overseas trade for the persistence and turnover of political elites. I study the extent to which “new” commercial economic interests—individuals involved in expanding trade—obtained Parliamentary representation, as well as the extent to which those individuals were connected to members of the incumbent parliamentary elite or hereditary aristocracy. I do so using an original dataset on Members of Parliament (MPs) spanning more than two centuries (∼1550-1750). Despite the dramatic expansion of trade during the period, I find that only a modest share of Parliament represented the commercial sector, and overseas traders never constituted a majority of commercial representatives. The parliamentary entré of trading interests manifested most acutely via investors in trade rather than active participants. Moreover, the growing Atlantic economy was associated with little turnover in MPs’ social and family backgrounds. Broadly, I find that elites persisted across the economic changes of the long 17th century and were well-positioned to capture many of the early gains for themselves.
DOI: 10.15468/dl.vnudjk
title: Occurrence Download

description: A dataset containing 5272 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spondias purpurea L."
 ]
}

 The dataset includes 5272 records from 305 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018374-250525065834625/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.29228894
title: CalculateProvSelection_OpportunitySelection

description: Provenance selection and opportunity for selection in an ex situ collection of Quercus arkansana at XX Author's Institution.
DOI: 10.6084/m9.figshare.29228894.v1
title: CalculateProvSelection_OpportunitySelection

description: Provenance selection and opportunity for selection in an ex situ collection of Quercus arkansana at XX Author's Institution.
DOI: 10.15468/dl.fj7ef2
title: Occurrence Download

description: A dataset containing 36448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Streptomyces Waksman & Henrici, 1943"
 ]
}

 The dataset includes 36448 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018373-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kch3j8
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Cerodirphia vagans Walker, 1855"
 ]
}

 The dataset includes 50 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018375-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x7nh83
title: Occurrence Download

description: A dataset containing 13768 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.basisofrecord = 'PRESERVED_SPECIMEN'
 AND occurrence.countrycode = 'BR'
 AND occurrence.hascoordinate = TRUE
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (occurrence.taxonkey = 35 OR occurrence.acceptedtaxonkey = 35 OR occurrence.kingdomkey = 35 OR occurrence.phylumkey = 35 OR occurrence.classkey = 35 OR occurrence.orderkey = 35 OR occurrence.familykey = 35 OR occurrence.genuskey = 35 OR occurrence.specieskey = 35)
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 13768 records were derived from 147 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018361-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15576540
title: laboratory

description: 📦 Segmentation Dataset 

This repository contains a dataset labeled with Roboflow in YOLOv8 segmentation format, designed for detecting and segmenting different types of terrain surfaces and obstacle negotiability.

📄 Format

-Export format: YOLOv8 Segmentation-Number of classes: 10-Number of picture: 394-Annotation source: Roboflow-Annotation type: Masks for segmentation tasks

🏷️ Available Classes

| ID | Label       | Description                                |----|-------------|--------------------------------------------|| 0  | `concrete`   | Hard surface, pavement or concrete         | 1  | `dirtroad`   | Dirt road or path                          | 2  | `grass`       | Grass or grassy terrain                    | 3  | `gravel`      | Gravel surface or loose rocky path         | 4  | `NS`           | Not traversable (Non-Surmountable)         | 5  | `S50`         | 50% Surmountable slope                     | 6  | `S75`         | 75% Surmountable slope                     | 7  | `S100`       | Fully Surmountable (100%)                  | 8  | `wood`      | Wooden surface

These classes are meant to support the training of terrain perception models, especially for legged robots operating in unstructured environments.

📁 Dataset Structure

dataset/├── train/ # Training images and labels├── valid/ # Validation images and labels├── test/ # Test images and labels├── data.yaml├── README.dataset.txt └── README.roboflow.txt
DOI: 10.5281/zenodo.15576541
title: laboratory

description: 📦 Segmentation Dataset 

This repository contains a dataset labeled with Roboflow in YOLOv8 segmentation format, designed for detecting and segmenting different types of terrain surfaces and obstacle negotiability.

📄 Format

-Export format: YOLOv8 Segmentation-Number of classes: 10-Number of picture: 394-Annotation source: Roboflow-Annotation type: Masks for segmentation tasks

🏷️ Available Classes

| ID | Label       | Description                                |----|-------------|--------------------------------------------|| 0  | `concrete`   | Hard surface, pavement or concrete         | 1  | `dirtroad`   | Dirt road or path                          | 2  | `grass`       | Grass or grassy terrain                    | 3  | `gravel`      | Gravel surface or loose rocky path         | 4  | `NS`           | Not traversable (Non-Surmountable)         | 5  | `S50`         | 50% Surmountable slope                     | 6  | `S75`         | 75% Surmountable slope                     | 7  | `S100`       | Fully Surmountable (100%)                  | 8  | `wood`      | Wooden surface

These classes are meant to support the training of terrain perception models, especially for legged robots operating in unstructured environments.

📁 Dataset Structure

dataset/├── train/ # Training images and labels├── valid/ # Validation images and labels├── test/ # Test images and labels├── data.yaml├── README.dataset.txt └── README.roboflow.txt
DOI: 10.5281/zenodo.15576556
title: laboratory P

description: 📦 Segmentation Dataset PASCAL

This repository contains a dataset labeled with Roboflow in PASCAL VOC format, designed for detecting and segmenting different types of terrain surfaces and obstacle negotiability.

📄 Format

-Export format: XML PASCAL VOC-Number of classes: 10-Number of picture: 394-Annotation source: Roboflow-Annotation type: Pascal VOC standard

🏷️ Available Classes

| ID | Label       | Description                                |----|-------------|--------------------------------------------|| 0  | `concrete`   | Hard surface, pavement or concrete         | 1  | `dirtroad`   | Dirt road or path                          | 2  | `grass`       | Grass or grassy terrain                    | 3  | `gravel`      | Gravel surface or loose rocky path         | 4  | `NS`           | Not traversable (Non-Surmountable)         | 5  | `S50`         | 50% Surmountable slope                     | 6  | `S75`         | 75% Surmountable slope                     | 7  | `S100`       | Fully Surmountable (100%)                  | 8  | `wood`      | Wooden surface

These classes are meant to support the training of terrain perception models, especially for legged robots operating in unstructured environments.

📁 Dataset Structure

dataset/├── train/ # Training images and labels├── valid/ # Validation images and labels├── test/ # Test images and labels├── README.dataset.txt └── README.roboflow.txt
DOI: 10.5281/zenodo.15576557
title: laboratory P

description: 📦 Segmentation Dataset PASCAL

This repository contains a dataset labeled with Roboflow in PASCAL VOC format, designed for detecting and segmenting different types of terrain surfaces and obstacle negotiability.

📄 Format

-Export format: XML PASCAL VOC-Number of classes: 10-Number of picture: 394-Annotation source: Roboflow-Annotation type: Pascal VOC standard

🏷️ Available Classes

| ID | Label       | Description                                |----|-------------|--------------------------------------------|| 0  | `concrete`   | Hard surface, pavement or concrete         | 1  | `dirtroad`   | Dirt road or path                          | 2  | `grass`       | Grass or grassy terrain                    | 3  | `gravel`      | Gravel surface or loose rocky path         | 4  | `NS`           | Not traversable (Non-Surmountable)         | 5  | `S50`         | 50% Surmountable slope                     | 6  | `S75`         | 75% Surmountable slope                     | 7  | `S100`       | Fully Surmountable (100%)                  | 8  | `wood`      | Wooden surface

These classes are meant to support the training of terrain perception models, especially for legged robots operating in unstructured environments.

📁 Dataset Structure

dataset/├── train/ # Training images and labels├── valid/ # Validation images and labels├── test/ # Test images and labels├── README.dataset.txt └── README.roboflow.txt
DOI: 10.15468/dl.8gfuex
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cynomys ludovicianus (Ord, 1815)",
 "StateProvince is one of (Alabama, Connecticut, Delaware, Florida, Georgia, Illinois, Indiana, Kentucky, Maine, Maryland, Massachusetts, Michigan, Mississippi, New Hampshire, New Jersey, New York, North Carolina, Ohio, Pennsylvania, Rhode Island, South Carolina, Tennessee, Vermont, Virginia, West Virginia, Wisconsin)"
 ]
}

 The dataset includes 31 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018377-250525065834625/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/12050448
title: Top Spotify Songs in 73 Countries (Daily Updated)
DOI: 10.15468/dl.sc9e37
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is North America",
 "GbifRegion is North America",
 "OccurrenceStatus is Present",
 "PublishedByGbifRegion is North America",
 "TaxonKey is Tetramorium tsushimae Emery, 1925",
 "Year 2000-2025"
 ]
}

 The dataset includes 24 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018378-250525065834625/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.29228897
title: Appendix S1 associated R code

description: Simulations described in Appendix S1 to explore properties of the variance in relative fitness among maternal lines sourced from region "r" (<b>equation 3 in main text</b>), under the null model for opportunity for selection, based on demographic stochasticity; and simulations described in Appendix S1 to explore properties of the distribution of the mean survival rate of individual plants across maternal lines sourced from a given region "r" (<b>equation 1 in main text</b>), under the null model for provenance selection, based on demographic stochasticity.
DOI: 10.6084/m9.figshare.29228897.v1
title: Appendix S1 associated R code

description: Simulations described in Appendix S1 to explore properties of the variance in relative fitness among maternal lines sourced from region "r" (<b>equation 3 in main text</b>), under the null model for opportunity for selection, based on demographic stochasticity; and simulations described in Appendix S1 to explore properties of the distribution of the mean survival rate of individual plants across maternal lines sourced from a given region "r" (<b>equation 1 in main text</b>), under the null model for provenance selection, based on demographic stochasticity.
DOI: 10.15468/dl.ucyvtr
title: Occurrence Download

description: A dataset containing 36448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Streptomyces Waksman & Henrici, 1943"
 ]
}

 The dataset includes 36448 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018379-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aft82f
title: Occurrence Download

description: A dataset containing 229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phytophthora palmivora (E.J.Butler) E.J.Butler",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 2000",
 "CoordinateUncertaintyInMeters is null"
 ]
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Machine Observation, Unknown evidence)"
 ]
 }
 }
 ]
}

 The dataset includes 229 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018380-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n393nb
title: Occurrence Download

description: A dataset containing 301 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Marshallia mohrii Beadle & F.E.Boynton"
 ]
}

 The dataset includes 301 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018381-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2mchgz
title: CCDC 2424121: Experimental Crystal Structure Determination

description: Related Article: Amit Kumar De|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.