cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.kchd9m
title: Occurrence Download

description: A dataset containing 4101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Egypt",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Passer domesticus (Linnaeus, 1758)"
 ]
}

 The dataset includes 4101 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0274954-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fvr2gu
title: Occurrence Download

description: A dataset containing 184741 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ixobrychus exilis (Gmelin, 1789)"
 ]
}

 The dataset includes 184741 records from 170 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0283193-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.teqza9
title: Occurrence Download

description: A dataset containing 20222 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United States of America, Canada)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ambystoma maculatum (Shaw, 1802)"
 ]
}

 The dataset includes 20222 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0271435-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qkekjt
title: Occurrence Download

description: A dataset containing 4282 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Zimbabwe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Dendrocygna viduata (Linnaeus, 1766)"
 ]
}

 The dataset includes 4282 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0274423-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tk5dct
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rosa persica Michaut ex Juss."
 ]
}

 The dataset includes 42 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005552-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dhgsyu
title: Occurrence Download

description: A dataset containing 4494917 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "SpeciesKey is one of (Nardus stricta L., Melica imperfecta Trin., Bromus danthoniae Trin., Poa glauca Vahl, Poa alpina L., Trisetum spicatum (L.) K.Richt., Trisetum flavescens (L.) P.Beauv., Lygeum spartum Loefl. ex L., Koeleria macrantha (Ledeb.) Schult., Hordeum jubatum L., Holcus lanatus L., Lolium perenne L., Triticum turgidum L., Agrostis mertensii Trin., Austrostipa bigeniculata (Hughes) S.W.L.Jacobs & J.Everett, Alopecurus magellanicus Lam., Melica nutans L., Poa lanuginosa Poir., Festuca abyssinica A.Rich., Festuca hystrix Boiss., Melica transsilvanica Schur, Lolium multiflorum Lam., Oloptum miliaceum (L.) Röser & Hamasha, Stipa capillata L., Nassella pubiflora (Trin. & Rupr.) É.Desv., Aegilops tauschii Coss., Nassella tenuissima (Trin.) Barkworth, Calamagrostis arenaria (L.) Roth, Brachypodium pinnatum (L.) P.Beauv., Brachypodium phoenicoides (L.) Roem. & Schult., Nassella hyalina (Nees) Barkworth, Poa bulbosa L., Phleum pratense L., Lolium arundinaceum (Schreb.) Darbysh., Melica ciliata L., Helictotrichon pratense (L.) Besser, Brachypodium sylvaticum (Huds.) P.Beauv., Piptochaetium fimbriatum (Kunth) Hitchc., Nassella pulchra (Hitchc.) Barkworth, Piptatherum holciforme (M.Bieb.) Roem. & Schult., Agrostis micrantha Steud., Secale sylvestre Host, Brachypodium distachyon (L.) P.Beauv.)"
 ]
}

 The dataset includes 4494917 records from 3387 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0274412-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15881500
title: Kurmanji LLM Evaluation Dataset (ChatGPT-4o, Gemini, Claude, Grok)

description: This dataset contains sample outputs and evaluation scores from the study “A Test of Meaning, Form, and Culture in Kurmanji: An Evaluation of Large Language Models’ Performance.”

It includes responses generated by four large language models—ChatGPT-4o, Gemini, Claude, and Grok—in reaction to prompts written in Kurmanji, a morphologically rich and culturally embedded Kurdish language.

Each model output was scored by human annotators based on grammatical correctness, semantic accuracy, and cultural appropriateness. The dataset also includes evaluation notes for qualitative insight.

This sample represents a subset of the full analysis described in the manuscript.

The dataset is shared under the CC-BY 4.0 license, and may be reused for research, teaching, or further model evaluation in low-resource language contexts.
DOI: 10.15468/dl.7hvsv6
title: Occurrence Download

description: A dataset containing 1077 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polyscias fulva"
 ]
}

 The dataset includes 1077 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012425-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d25m7k
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Megalamphodus eques"
 ]
}

 The dataset includes 27 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012427-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8rkucr
title: Occurrence Download

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

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012429-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.safr5f
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lupinus albus",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012430-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2c3jw3
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eichhornia crassipes",
 "Country is Solomon Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012432-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ygt45d
title: Occurrence Download

description: A dataset containing 23014 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gambusia holbrooki",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23014 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012428-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/dvaalw
title: Colombia-Mangrove 2019-2020
title: Manglares de Colombia 2019-2020

description: Actualizacion de la extension de manglares de Colombia 2019-2020

Esta base de datos contiene: 
-Shape
DOI: 10.5281/zenodo.14920291
title: Comparative Analysis of TCR and TCR-pMHC Complex Structure Prediction Tools

description: The rapid development of computational approaches for predicting the structures of T cell receptors (TCRs) and TCR-peptide-major histocompatibility (TCR-pMHC) complexes, accelerated by AI breakthroughs such as AlphaFold, has made it feasible to calculate these structures with increasing accuracy. Although these tools show great potential, their relative accuracy and limitations remain unclear due to the lack of standardized benchmarks. Here we systematically evaluate six tools for predicting isolated TCR structures together with five tools for predicting TCR-pMHC complex structures. The methods include homology-based approaches, general prediction tools using AlphaFold, and TCR-specific tools derived from AlphaFold2. The evaluation uses a post-training dataset comprising 40 αβ TCRs and 27 TCR-pMHC complexes (21 Class I and six Class II). Model accuracy is assessed at global, local, and interface levels using a variety of metrics. We find that each tool offers distinct advantages in various aspects of its predictions. AlphaFold2 and 3 excel in overall accuracy of TCR structure prediction and TCRmodel2 and AlphaFold2 perform well in overall accuracy of TCR-pMHC structure prediction. However, TCR-specific tools derived from AlphaFold2 show lower accuracy in the framework region than both homology-based methods and general-purpose tools such as AlphaFold, and challenges remain for all in modeling CDR3 loops, docking orientations, TCR-peptide interfaces, and Class II MHC-peptide interfaces. These findings will guide researchers in selecting appropriate tools, emphasize the importance of using multiple evaluation metrics to assess model performance, and offer insights for improving TCR and TCR-pMHC structure prediction tools.
DOI: 10.34740/kaggle/dsv/12468870
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.k9j3hy
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eichhornia crassipes",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 81 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012434-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u9m592
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aira caryophyllea saxatilis, Aira caryophyllea suzana, Aira curta, Aira curta, Aira curta, Aira divaricata, Aira duriuscula, Aira edouardii, Aira edouardii, Aira eduardii)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012435-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9mf9sq
title: Occurrence Download

description: A dataset listing the 192 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "StateProvince is Sucre",
 "TaxonKey is Mammalia"
 ]
}

 The dataset's 192 records were derived from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012421-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ref7h6
title: Occurrence Download

description: A dataset containing 90598 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 90598 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012347-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.28avbu
title: Occurrence Download

description: A dataset containing 1256 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyphessobrycon eques"
 ]
}

 The dataset includes 1256 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012439-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15881542
title: Chagas Disease Clinical Case Clustering Dataset

description: This dataset contains annotated and semantically clustered Spanish clinical cases related to Chagas disease. It is intended to use this resource in biomedical natural language processing (NLP), clustering analysis, and clinical text mining research.

The repository containd a csv file (chagas_clustering_dataset.csv), containing the following columns:




Column
Description




filename
Identifier of the case report file.


labels
List of NER entity types extracted from the case (e.g., ENFERMEDAD, SINTOMA, PROCEDIMIENTO).


spans
List text spans corresponding to the detected NER labels in the case.


case_report
Full clinical case report text (in Spanish). 


labels_kmeans
Cluster label assigned to the case using KMeans clustering over entity-based semantic embeddings.


x_pca, y_pca
Principal Component Analysis (PCA) 2D projection coordinates of the case embedding for visualization.


x_umap, y_umap
UMAP 2D projection coordinates of the case embedding for visualization.
DOI: 10.5281/zenodo.15881543
title: Chagas Disease Clinical Case Clustering Dataset

description: This dataset contains annotated and semantically clustered Spanish clinical cases related to Chagas disease. It is intended to use this resource in biomedical natural language processing (NLP), clustering analysis, and clinical text mining research.

The repository containd a csv file (chagas_clustering_dataset.csv), containing the following columns:




Column
Description




filename
Identifier of the case report file.


labels
List of NER entity types extracted from the case (e.g., ENFERMEDAD, SINTOMA, PROCEDIMIENTO).


spans
List text spans corresponding to the detected NER labels in the case.


case_report
Full clinical case report text (in Spanish). 


labels_kmeans
Cluster label assigned to the case using KMeans clustering over entity-based semantic embeddings.


x_pca, y_pca
Principal Component Analysis (PCA) 2D projection coordinates of the case embedding for visualization.


x_umap, y_umap
UMAP 2D projection coordinates of the case embedding for visualization.
DOI: 10.15468/dl.sccbrg
title: Occurrence Download

description: A dataset containing 2662223 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 (Mniotilta varia)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 2662223 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012396-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.du6hnx
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Moniliophthora roreri"
 ]
}

 The dataset's 1 records were derived from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012420-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ee9cvx
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-97.42743 30.03575,-95.79997 28.80722,-93.65171 30.01696,-95.21214 30.74702,-97.42743 30.03575))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Myotis velifer"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012437-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rv8y3k
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Ambystoma mavortium diaboli)"
 ]
}

 The dataset includes 75 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012436-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15881611
title: University-Business articulation route to promote early job placement
DOI: 10.5281/zenodo.15881612
title: University-Business articulation route to promote early job placement
DOI: 10.15468/dl.dsm73v
title: Occurrence Download

description: A dataset containing 7485 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Geometry POLYGON((-157.09 59.07,-138.23 59.07,-138.23 63.5,-157.09 63.5,-157.09 59.07))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Ochrophyta"
 ]
}

 The dataset includes 7485 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012438-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15881609
title: MAVEN Bow Shock Crossing List from Nov 2014 to Feb 2020
DOI: 10.5281/zenodo.15881610
title: MAVEN Bow Shock Crossing List from Nov 2014 to Feb 2020
DOI: 10.15468/dl.8cnhwz
title: Occurrence Download

description: A dataset containing 1247 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Elymus"
 ]
}

 The dataset includes 1247 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012440-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tewpvn
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gambusia holbrooki",
 "Country is Bulgaria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 49 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012441-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kd6gqd
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Comadia redtenbacheri"
 ]
}

 The dataset includes 84 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012443-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sz7qe3
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lupinus angustifolius",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 60 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012444-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15870625
title: Datasets from the manuscript Improved Genotype Inference Reveals Cis- and Trans-Driven Variation in the Loss-of-Heterozygosity Rates in Yeast

description: Compressed file (.zip) that contains all of the intermediate datasets (.RData) for performing analyses and generating figures. Root folder is named "experiments" and should be placed into the "LOH_methods" directory from the code download https://doi.org/10.5281/zenodo.15748319

Note: Unzipped directory is about 2 GB
DOI: 10.5281/zenodo.15870624
title: Datasets from the manuscript Improved Genotype Inference Reveals Cis- and Trans-Driven Variation in the Loss-of-Heterozygosity Rates in Yeast

description: Compressed file (.zip) that contains all of the intermediate datasets (.RData) for performing analyses and generating figures. Root folder is named "experiments" and should be placed into the "LOH_methods" directory from the code download https://doi.org/10.5281/zenodo.15748319

Note: Unzipped directory is about 2 GB
DOI: 10.15468/dl.hv33x2
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isatis glastifolia"
 ]
}

 The dataset includes 31 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012445-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5saxtc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eichhornia crassipes",
 "Country is South Sudan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012446-250711103210423/datasets/export for details.