cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13936862
title: Data from: "Adaptive radiation, "taxon murk", and the reality of early burst speciation: an example from Australia's scincid lizards"

description: Data used in manuscript, including:



clade_level_alignments: alignments of target-capture, mtDNA, and ddRAD loci for each of 32 clades

clade_level_trees: phylogenetic trees based on `clade_level_alignments`

Ctenotus leonhardii genome

phylogenomic_backbone: target capture alignments and gene trees (by locus), ASTRAL results, and IQTREE results

synthetic_tree.rooted.dated.tre: the tree capturing all 1942 individuals in this study

taxonomic_framework_trees: the synthetic tree subsampled to one tip per species-level taxa, as per our four taxonomic frameworks
DOI: 10.5281/zenodo.14941865
title: Data from: "Adaptive radiation, "taxon murk", and the reality of early burst speciation: an example from Australia's scincid lizards"

description: Data used in manuscript, including:



clade_level_alignments: alignments of target-capture, mtDNA, and ddRAD loci for each of 32 clades

clade_level_trees: phylogenetic trees based on `clade_level_alignments`

Ctenotus leonhardii genome

phylogenomic_backbone: target capture alignments and gene trees (by locus), ASTRAL results, and IQTREE results

synthetic_tree.rooted.dated.tre: the tree capturing all 1942 individuals in this study

taxonomic_framework_trees: the synthetic tree subsampled to one tip per species-level taxa, as per our four taxonomic frameworks
DOI: 10.15468/dl.xhjrtf
title: Occurrence Download

description: A dataset containing 97784 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corynephorus canescens (L.) P.Beauv."
 ]
}

 The dataset includes 97784 records from 691 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000155-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26188/28387172
title: Anaemia intervention costing_Underlying data_Base case unit costs

description: CSV file containing country-specific base case unit costs estimates of anaemia interventions.Unit costs for the following interventions are included:Iron supplementation (in pregnant and non-pregnant women); Staple food fortification (in the general population in countries where maize flour, wheat flour or rice are consumed); Multiple micronutrient supplementation MMS (in pregnant women);Intermittent preventive treatment of malaria in pregnancy (in pregnant women in malaria endemic countries only); Insecticide treated bed nets (ITN) (in the general population in malaria endemic countries only); Deworming tablets (in pregnant and non-pregnant women in countries where prevalence of hookworm and/or <i>T. trichiura</i> infection is &gt; 20% and the prevalence of anaemia is &gt; 40 %)Dataset contains total unit costs and unit costs broken down by the following componentscommodity costs (e.g., cost of drugs and supplements);the costs associated with commodity supply chains; the costs of the service delivery channels through which beneficiaries access commodities (e.g., health facility visits); program-level costs capture the costs associated with delivering the interventions that are incurred at an ‘administrative level’ that is outside the point of delivery<br>
DOI: 10.26188/28387172.v2
title: AnaemiaInterventions_BaseCase_UnitCosts

description: CSV file containing country-specific base case unit costs estimates of anaemia interventions.Unit costs for the following interventions are included:Iron supplementation (in pregnant and non-pregnant women); Staple food fortification (in the general population in countries where maize flour, wheat flour or rice are consumed); Multiple micronutrient supplementation MMS (in pregnant women);Intermittent preventive treatment of malaria in pregnancy (in pregnant women in malaria endemic countries only); Insecticide treated bed nets (ITN) (in the general population in malaria endemic countries only); Deworming tablets (in pregnant and non-pregnant women in countries where prevalence of hookworm and/or <i>T. trichiura</i> infection is &gt; 20% and the prevalence of anaemia is &gt; 40 %)Dataset contains total unit costs and unit costs broken down by the following componentscommodity costs (e.g., cost of drugs and supplements);the costs associated with commodity supply chains; the costs of the service delivery channels through which beneficiaries access commodities (e.g., health facility visits); program-level costs capture the costs associated with delivering the interventions that are incurred at an ‘administrative level’ that is outside the point of delivery<br>
DOI: 10.26188/28387172.v3
title: Anaemia intervention costing_Underlying data_Base case unit costs

description: CSV file containing country-specific base case unit costs estimates of anaemia interventions.Unit costs for the following interventions are included:Iron supplementation (in pregnant and non-pregnant women); Staple food fortification (in the general population in countries where maize flour, wheat flour or rice are consumed); Multiple micronutrient supplementation MMS (in pregnant women);Intermittent preventive treatment of malaria in pregnancy (in pregnant women in malaria endemic countries only); Insecticide treated bed nets (ITN) (in the general population in malaria endemic countries only); Deworming tablets (in pregnant and non-pregnant women in countries where prevalence of hookworm and/or <i>T. trichiura</i> infection is &gt; 20% and the prevalence of anaemia is &gt; 40 %)Dataset contains total unit costs and unit costs broken down by the following componentscommodity costs (e.g., cost of drugs and supplements);the costs associated with commodity supply chains; the costs of the service delivery channels through which beneficiaries access commodities (e.g., health facility visits); program-level costs capture the costs associated with delivering the interventions that are incurred at an ‘administrative level’ that is outside the point of delivery<br>
DOI: 10.15468/dl.tn2sq8
title: Occurrence Download

description: A dataset containing 97784 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corynephorus canescens (L.) P.Beauv."
 ]
}

 The dataset includes 97784 records from 691 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000156-250227182430271/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.28480589
title: Supplementary Tables and Videos for our study about cultivation of <i>Promethearchaeota</i> strains

description: Supplementary Tables, Supplementary Videos, and the Legends of Supplementary Videos for our study about isolation and characterization of new <i>Promethearchaeota</i> strains
DOI: 10.6084/m9.figshare.28379207
title: Wide-size SEM images of a <i>Promethearchaeota</i> strain

description: SEM images and segmentation images taken to compare the size/numbers of HC1 cells, protrusions, and membrane vesicles when cultured with yeast extract concentrations of 0.005% and 0.05%. Data set obtained from segmentation images.
DOI: 10.6084/m9.figshare.26878969
title: Replication Data for: The Code War: GenAI Patent Race among China, Europe, and the United States (2005–2023)

description: Replication Data for: The Code War: GenAI Patent Race among China, Europe, and the United States (2005–2023)
DOI: 10.15468/dl.e2e6qm
title: Occurrence Download

description: A dataset containing 10935 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Mexico",
 "TaxonKey is Odocoileus virginianus (Zimmermann, 1780)"
 ]
}

 The dataset includes 10935 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000145-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gsyfvb
title: Occurrence Download

description: A dataset containing 30659 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 {
 "not" : {
 "TaxonKey" : [
 "is Chordata"
 ]
 }
 },
 "TaxonKey is Thaliacea",
 "TaxonKey is Ascidiacea",
 "TaxonKey is Appendicularia",
 "TaxonKey is Leptocardii"
 ]
 },
 "TaxonKey is Animalia",
 "DatasetKey is one of (University of Texas, Biodiversity Center, Entomology Collection (UTIC), Texas A&M University Insect Collection, iNaturalist Research-grade Observations)"
 ]
}

 The dataset includes 30659 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000144-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/we93-1306
title: Dimethyl sulfide (DMS) and methanethiol (MeSH) measurements at Kennaook/Cape Grim from 2024

description: This collection contains measurements of dimethyl sulfide (DMS) and methanethiol (MeSH) atmospheric mixing ratio at Kennaook/Cape Grim Baseline Air Pollution Station (Tasmania) between April-December 2024.
DOI: 10.15468/dl.k8ukgs
title: Occurrence Download

description: A dataset containing 229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is North America",
 "OccurrenceStatus is Present",
 "TaxonKey is Lophophora diffusa (Croizat) Bravo",
 "Year 1900-2025"
 ]
}

 The dataset includes 229 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000146-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nwqcr9
title: Occurrence Download

description: A dataset containing 1278 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is North America",
 "OccurrenceStatus is Present",
 "TaxonKey is Lophophora williamsii (Lem. ex Salm-Dyck) J.M.Coult.",
 "Year 1900-2025"
 ]
}

 The dataset includes 1278 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000160-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gtzqmj
title: Occurrence Download

description: A dataset containing 441 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is North America",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammillaria crinita DC.",
 "Year 1900-2025"
 ]
}

 The dataset includes 441 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000147-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14364731
title: Predicting antimicrobial resistance phenotypes across 7,000 E. coli genomes

description: This dataset builds on previous work that collected 7,000 Escherichia coli genomes and associated phenotypes, published here. In this current pub we use this previously published dataset to explore the population genetics/phylogenomics captured in this dataset and perform linear genomic prediction on several antimicrobial resistance phenotypes. New files generated in this study extend presence/absence information to all loci in all 7,000 samples and are captured in subdirectory 'presence_absence'. All other files are copied from the previously published dataset, which are included here for ease of use.
DOI: 10.5281/zenodo.14364732
title: Predicting antimicrobial resistance phenotypes across 7,000 E. coli genomes

description: This dataset builds on previous work that collected 7,000 Escherichia coli genomes and associated phenotypes, published here. In this current pub we use this previously published dataset to explore the population genetics/phylogenomics captured in this dataset and perform linear genomic prediction on several antimicrobial resistance phenotypes. New files generated in this study extend presence/absence information to all loci in all 7,000 samples and are captured in subdirectory 'presence_absence'. All other files are copied from the previously published dataset, which are included here for ease of use.
DOI: 10.15468/dl.gjvnvv
title: Occurrence Download

description: A dataset containing 1399 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nanorana pleskei Günther, 1896"
 ]
}

 The dataset includes 1399 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000163-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s32f34
title: Occurrence Download

description: A dataset containing 1786 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is North America",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammillaria magnimamma Haw.",
 "Year 1900-2025"
 ]
}

 The dataset includes 1786 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000151-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.thtpzh
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is North America",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammillaria decipiens Scheidw.",
 "Year 1900-2025"
 ]
}

 The dataset includes 124 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000150-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xr9yar
title: Occurrence Download

description: A dataset containing 1401 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Selysiothemis nigra",
 "Year 1000-2020"
 ]
}

 The dataset includes 1401 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052714-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jz5yuv
title: Occurrence Download

description: A dataset containing 282 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sternochetus mangiferae",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Specimen, Material sample, Occurrence evidence)"
 ]
}

 The dataset includes 282 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052715-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17322121
title: The OT4CLIMA Dataset: Multiscale vegetation surveys

description: Abstract

The OT4CLIMA dataset was developed to address the growing need to study the impacts of climate change on terrestrial ecosystems, with particular emphasis on forest vulnerability. Forest ecosystems are increasingly threatened by climate change, as reflected by the global rice in tree dieback and mortality. Understanding forest responses to these process requires a comprehensive, multi-scale and multi-proxy framework that links large-scale environmental drivers to individual tree functioning.  However, datasets that combine such spatial detail and multi-proxy resolutions remain very limited. 

The  OT4CLIMA dataset was designed to fill this gap by providing multi-source, high-resolution data from Mediterranean mountain forests in Southern Italy-regions recognised for their pronounced sensitivity to climate change. The dataset encompasses information spanning multiple organizational and spatial scales, remote sensing observations, in situ field measurements of individual trees, and detailed assessments of leaf-level physiological and photosynthetic processes. 

This integrative resource enables the investigation of ecosystem dynamics across hierarchical levels, supporting research on forest function, resilience and vulnerability under ongoing climate change.
DOI: 10.5281/zenodo.17322122
title: The OT4CLIMA Dataset: Multiscale vegetation surveys

description: Abstract

The OT4CLIMA dataset was developed to address the growing need to study the impacts of climate change on terrestrial ecosystems, with particular emphasis on forest vulnerability. Forest ecosystems are increasingly threatened by climate change, as reflected by the global rice in tree dieback and mortality. Understanding forest responses to these process requires a comprehensive, multi-scale and multi-proxy framework that links large-scale environmental drivers to individual tree functioning.  However, datasets that combine such spatial detail and multi-proxy resolutions remain very limited. 

The  OT4CLIMA dataset was designed to fill this gap by providing multi-source, high-resolution data from Mediterranean mountain forests in Southern Italy-regions recognised for their pronounced sensitivity to climate change. The dataset encompasses information spanning multiple organizational and spatial scales, remote sensing observations, in situ field measurements of individual trees, and detailed assessments of leaf-level physiological and photosynthetic processes. 

This integrative resource enables the investigation of ecosystem dynamics across hierarchical levels, supporting research on forest function, resilience and vulnerability under ongoing climate change.
DOI: 10.15468/dl.8znys6
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Observation, Occurrence evidence, Machine Observation)",
 "Geometry POLYGON((-104.84063 39.12136,-104.91566 39.11868,-104.93999 39.13672,-104.99988 39.12631,-105.02449 39.1049,-105.00956 39.0281,-105.01547 39.0033,-105.0718 38.99239,-105.06638 38.97276,-105.12447 38.8988,-105.09994 38.88813,-105.02191 38.81907,-105.01358 38.79233,-104.94433 38.74749,-104.96364 38.69596,-104.92058 38.69756,-104.89302 38.66196,-104.86084 38.6518,-104.82701 38.57403,-104.77765 38.48772,-104.70976 38.48997,-104.64083 38.3564,-104.63442 38.31219,-104.60488 38.27242,-104.55078 38.34193,-104.55669 38.39114,-104.5219 38.44309,-104.58017 38.52876,-104.55948 38.66742,-104.56985 38.67871,-104.55482 38.7386,-104.57614 38.8485,-104.60177 38.87717,-104.63378 38.96757,-104.67496 39.03229,-104.73812 39.06076,-104.7977 39.07244,-104.84063 39.12136))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (January, February, March, April, May, June, July, August, September, October, November, December)",
 "OccurrenceStatus is Present",
 "TaxonKey is Castor canadensis",
 "Year 1900-2025"
 ]
}

 The dataset includes 47 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052716-251009101135966/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/13478395
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.48544/dd91dfe3-044a-409a-85bd-9a7860ecdefd
title: Accelerating the adoption of the circular economy in the tourism and leisure sector: the 3-M Framework as the foundation of circular entrepreneurship
DOI: 10.5281/zenodo.17426231
title: Predicting Human Mobility Using Dense Smartphone GPS Trajectories and Transformer Models

description: This repository contains the code and resources used in the paper titled 'Predicting Human Mobility Using Dense Smartphone GPS Trajectories and Transformer Models.' It includes data preprocessing scripts, custom Transformer and LSTM architectures, as well as training and evaluation pipelines.
DOI: 10.25387/g3.30291553
title: Supplementary Material for García <i>et al</i>., 2025

description: Supplementary Files to "Intraspecies sequence-graph analysis of the <i>Phytophthora theobromicola</i> genome reveals a dynamic structure and variable effector repertoires" by Garcia et al.
DOI: 10.25387/g3.30291553.v1
title: Supplementary Material for García <i>et al</i>., 2025

description: Supplementary Files to "Intraspecies sequence-graph analysis of the <i>Phytophthora theobromicola</i> genome reveals a dynamic structure and variable effector repertoires" by Garcia et al.
DOI: 10.15468/dl.ramwqc
title: Occurrence Download

description: A dataset containing 1760 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Danish Mycological Society, fungal records database, Swiss National Fungi Databank, Norwegian Species Observation Service, Österreichische Mykologische Gesellschaft - Austrian Mycological Society Observations, Données issues des cartes validées dans le cadre de l'Atlas de la Biodiversité Départementale et des Secteurs Marins, Victorian Biodiversity Atlas, Fungi of parks, forests and reserves of New Jersey (2007-2019), Artportalen, Observation.org, Nature data from around the World)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Psilocybe semilanceata",
 "Year 2015-2025"
 ]
}

 The dataset includes 1760 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052717-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48544/4dd61608-3fe0-4a6a-b18f-31d4b3a41338
title: Creuse versus platte oesterlarven
DOI: 10.5517/cc1jslnk
title: CCDC 1423819: Experimental Crystal Structure Determination

description: Related Article: Min-Min Liu, Yan-Lin Bi, Qin-Qin Dang, Xian-Ming Zhang|2015|Dalton Trans.|44|19796|doi:10.1039/C5DT03570H
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.
DOI: 10.5517/cc1jslpl
title: CCDC 1423820: Experimental Crystal Structure Determination

description: Related Article: Min-Min Liu, Yan-Lin Bi, Qin-Qin Dang, Xian-Ming Zhang|2015|Dalton Trans.|44|19796|doi:10.1039/C5DT03570H
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.
DOI: 10.5517/ccdc.csd.cc1k1kcj
title: CCDC 1431467: Experimental Crystal Structure Determination

description: Related Article: Ceyda Icsel, Veysel T. Yilmaz, Orhan Büyükgüngör|2016|J.Coord.Chem.|69|2272|doi:10.1080/00958972.2016.1197392
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.