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

description: A dataset containing 4549534 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Geometry POLYGON((-80.85 38.73,-68.64 38.73,-68.64 41.49,-80.85 41.49,-80.85 38.73))",
 "HasCoordinate is true",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 4549534 records from 393 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000505-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25318/3310057601-eng
title: Canadian Business Counts, with employees, census metropolitan areas and census subdivisions, June 2022

description: Canadian Business Counts, location counts with employees, by North American Industry Classification System (NAICS), census metropolitan areas and census subdivisions, June 2022.
DOI: 10.6084/m9.figshare.28418267
title: <b>Uncovering Subtype-Specific Metabolic Signatures in Breast Cancer through Multimodal Integration, Attention-Based Deep Learning, and Self-Organizing Maps</b>

description: This study integrates multimodal metabolomic data from three platforms—LC-MS, GC-MS, and NMR—to systematically identify biomarkers distinguishing breast cancer subtypes. A feedforward attention-based deep learning model effectively selected 99 significant metabolites, outperforming traditional static methods in classification performance and biomarker consistency. By combining data from diverse platforms, the approach captured a comprehensive metabolic profile while maintaining biological relevance. Self-organizing map analysis revealed distinct metabolic signatures for each subtype, highlighting critical pathways. Group 1 (ER/PR-positive, HER2-negative) exhibited elevated serine, tyrosine, and 2-aminoadipic acid levels, indicating enhanced amino acid metabolism supporting nucleotide synthesis and redox balance. Group 3 (triple-negative breast cancer) displayed increased TCA cycle intermediates, such as α-ketoglutarate and malate, reflecting a metabolic shift toward energy production and biosynthesis to sustain aggressive proliferation. In Group 4 (HER2-enriched), elevated phosphatidylcholines and phosphatidylethanolamines suggested upregulated mono-unsaturated phospholipid biosynthesis. The study provides a framework for leveraging multimodal data integration, attention-based feature selection, and self-organizing map analysis to identify biologically meaningful biomarkers.
DOI: 10.6084/m9.figshare.28418267.v1
title: <b>Uncovering Subtype-Specific Metabolic Signatures in Breast Cancer through Multimodal Integration, Attention-Based Deep Learning, and Self-Organizing Maps</b>

description: This study integrates multimodal metabolomic data from three platforms—LC-MS, GC-MS, and NMR—to systematically identify biomarkers distinguishing breast cancer subtypes. A feedforward attention-based deep learning model effectively selected 99 significant metabolites, outperforming traditional static methods in classification performance and biomarker consistency. By combining data from diverse platforms, the approach captured a comprehensive metabolic profile while maintaining biological relevance. Self-organizing map analysis revealed distinct metabolic signatures for each subtype, highlighting critical pathways. Group 1 (ER/PR-positive, HER2-negative) exhibited elevated serine, tyrosine, and 2-aminoadipic acid levels, indicating enhanced amino acid metabolism supporting nucleotide synthesis and redox balance. Group 3 (triple-negative breast cancer) displayed increased TCA cycle intermediates, such as α-ketoglutarate and malate, reflecting a metabolic shift toward energy production and biosynthesis to sustain aggressive proliferation. In Group 4 (HER2-enriched), elevated phosphatidylcholines and phosphatidylethanolamines suggested upregulated mono-unsaturated phospholipid biosynthesis. The study provides a framework for leveraging multimodal data integration, attention-based feature selection, and self-organizing map analysis to identify biologically meaningful biomarkers.
DOI: 10.6084/m9.figshare.28418750
title: Dataset.xlsx

description: Patients with DM in Saudi Arabia
DOI: 10.6084/m9.figshare.28418750.v1
title: Dataset.xlsx

description: Patients with DM in Saudi Arabia
DOI: 10.15139/s3/dz6ccj
title: LCMS Data

description: Agilent LCMS data (.d) raw data of samples used in Christensen et al. 2025 ACS Earth and Space Chemistry publication.
DOI: 10.25318/3310057601-fra
title: Nombre d'entreprises canadiennes, avec employés, régions métropolitaines de recensement et subdivisions de recensement, juin 2022

description: Nombre d'entreprises canadiennes, nombre d'emplacements avec employés, selon le Système de classification des industries de l'Amérique du Nord (SCIAN), régions métropolitaines de recensement et subdivisions de recensement, juin 2022.
DOI: 10.15468/dl.2cp8ad
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Aspergillus uvarum G.Perrone, Varga & Kozak."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000522-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13135/ela-315
title: Alliance with Argos, Elis and Mantinea
DOI: 10.15468/dl.ns5hyc
title: Occurrence Download

description: A dataset containing 3912809 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Royal Botanic Gardens, Kew - Herbarium Specimens"
 ]
}

 The dataset includes 3912809 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000517-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dt34rc
title: Occurrence Download

description: A dataset containing 516 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Aspergillus terreus Thom"
 ]
}

 The dataset includes 516 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000524-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13320191
title: Namigai et al, 2014

description: Namigai, E.K., Kenny, N.J. and Shimeld, S.M., 2014. Right across the tree of life: the evolution of left–right asymmetry in the Bilateria. Genesis, 52(6), pp.458-470.
DOI: 10.5281/zenodo.13320190
title: Namigai et al, 2014

description: Namigai, E.K., Kenny, N.J. and Shimeld, S.M., 2014. Right across the tree of life: the evolution of left–right asymmetry in the Bilateria. Genesis, 52(6), pp.458-470.
DOI: 10.15468/dl.z682kh
title: Occurrence Download

description: A dataset containing 3627 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Botrytis cinerea Pers."
 ]
}

 The dataset includes 3627 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000525-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6yj8z9
title: Occurrence Download

description: A dataset containing 925 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is BIOMAERL.Maerl Biodiversity.Functional Structure And Antropogenic Impacts (1996-1998).",
 "Geometry POLYGON((-9.53151 52.23597,0.79734 52.23597,0.79734 58.81808,-9.53151 58.81808,-9.53151 52.23597))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 925 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000526-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.35yhhz
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Miconia abbreviata Markgr."
 ]
}

 The dataset includes 68 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000527-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wtcuqv
title: Occurrence Download

description: A dataset containing 1705 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Fragaria vesca subsp. vesca"
 ]
}

 The dataset includes 1705 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000528-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f3av8v
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-5.319362042370267 37.43905521616361,-5.314017776367331 37.43905521616361,-5.314017776367331 37.444399482166546,-5.319362042370267 37.444399482166546,-5.319362042370267 37.43905521616361))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000529-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x6xyss
title: Occurrence Download

description: A dataset containing 847 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Triticum dicoccoides (Körn. ex Asch. & Graebn.) Aarons., 1910"
 ]
}

 The dataset includes 847 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000530-250214102907787/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.28395587.v1
title: Files S2

description: Fasta files of protein sequences predicted from transcriptome for <i>Montipora capitata </i>plus contaminant protein database and 5 viral proteomes (see Table S2).
DOI: 10.6084/m9.figshare.28400834
title: Set 1

description: Metadata and raw files for set 1
DOI: 10.6084/m9.figshare.28400834.v1
title: Set 1

description: Metadata and raw files for set 1
DOI: 10.6084/m9.figshare.28400888
title: Set 2

description: Metadata and raw files for set 2
DOI: 10.6084/m9.figshare.28400888.v1
title: Set 2

description: Metadata and raw files for set 2
DOI: 10.6084/m9.figshare.28400930
title: Set 3

description: Metadata and raw files for set 3
DOI: 10.6084/m9.figshare.28400930.v1
title: Set 3

description: Metadata and raw files for set 3
DOI: 10.15468/dl.57chbg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Cryptococcus neoformans var. grubii Franzot, Salkin & Casadevall"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000531-250214102907787/datasets/export for details.
DOI: 10.17632/kbmbn6hvn7.1
title: HighRes HILIC-MS of apoplastic fluids of N. benthamiana

description: High resolution HILIC mass spectrometry analysis of apoplastic fluid of N. benthamiana infected with P. syringae (with and without functional galactosyrin biosynthesis - gsn gene cluster).
DOI: 10.17632/kbmbn6hvn7.2
title: HighRes HILIC-MS of apoplastic fluids of N. benthamiana

description: High resolution HILIC mass spectrometry analysis of apoplastic fluid of N. benthamiana infected with P. syringae (with and without functional glycosyrin biosynthesis - gsn gene cluster).
DOI: 10.25318/3310054001-eng
title: Number of domestic and foreign direct suppliers of businesses in Canada, third quarter of 2022

description: Number of domestic and foreign direct suppliers of businesses in Canada, by North American Industry Classification System (NAICS), business employment size, type of business, business activity and majority ownership, third quarter of 2022.
DOI: 10.17632/r6crbz5ghp.1
title: Supplementary Figures - SLC25A11, a Novel Gene Associated with Carney-Stratakis Syndrome

description: Supplementary Figure 1. Multiplex ligation-dependent probe amplification (MLPA) analysis using the SALSA MLPA probemix P226 SDHx on germline DNA from a patient with Carney-Stratakis syndrome. This probemix includes probes targeting the SDHB, SDHC, SDHD, SDHA and SDHAF2 genes.

Supplementary Figure 2. SNP-array analysis of chromosome 17 (CytoSNP-850K) from tumor samples of a patient with Carney-Stratakis syndrome. A total of 17,825 single nucleotide polymorphisms (SNPs) were analyzed. The top panel illustrates the B allele frequency (BAF) distribution, while the bottom panel shows the log intensity ratio (LogR ratio). Data are presented for pheochromocytoma (PHEO), paraganglioma (PGL), and gastrointestinal stromal tumor (GIST) samples.

Supplementary Figure 3. PureCN analysis of whole-exome sequencing (WES) data from tumor samples did not reveal any copy number variation (CNV) or loss of heterozygosity (LOH) alterations in the SLC25A11 gene. The graph displays results from the paraganglioma sample, highlighting the absence of significant genetic alterations in this region.

Supplementary Figure 4. Visualization of reads mapped to the SLC25A11 locus using Integrative Genomics Viewer (IGV) software aimed to identify any coverage gaps that could indicate potential alterations in the whole-exome sequencing data from a patient with Carney-Stratakis syndrome. The results show no significant alterations in the coverage of the SLC25A11 gene.
DOI: 10.15468/dl.v652s3
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Fragaria vesca f. semperflorens (Duchesne ex Rozier) Staudt"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000533-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/twr7hd8syf.1
title: Pb_partitioning_GCA

description: Data associated with "Metal–silicate partitioning of Pb and the origins of Earth’s volatile depletion trend".
DOI: 10.25318/3310054001-fra
title: Nombre de fournisseurs directs canadiens et étrangers des entreprises au Canada, troisième trimestre de 2022

description: Nombre de fournisseurs directs canadiens et étrangers des entreprises au Canada, selon le Système de classification des industries de l’Amérique du Nord (SCIAN), l’effectif de l’entreprise, le type d’entreprise, l’activité de l'entreprise et le propriétaire majoritaire, troisième trimestre de 2022.
DOI: 10.17632/362y2t8fzd.1
title: Integrating human and wildlife dynamics in co-occurrence modelling

description: 1. In shared environments, where different species interact depending on overlapping resources, complex interspecific interactions emerge, with human activities impacting these dynamics and influencing wildlife abundance and distribution. In the Alps, the presence of multiple species of ungulates, such as roe deer and red deer, and a predator, the wolf, creates a web of spatial and behavioural interactions in an area where farming, hunting and tourism have persisted over time, with tourism recently experiencing a substantial growth. 
2. Accounting for these multiple interactions, we modelled the co-occurrence probabilities of roe deer, red deer and wolves in an area of the Maritime Alps using data derived from 60 camera traps. We applied multi-species occupancy models to investigate (i) the role of species co-occurrences in explaining the occupancy of model species across the landscape, (ii) the role of human presence and activities on species occupancy and (iii) the potential effect of the hunting season on the species detection probabilities. 
3. Among the identified species, roe deer reported the highest frequency of recorded events and was the most widespread species. We provided important evidence of interspecific dependence, revealing that pairwise interactions among species had greater impact than only considering individual environmental effects. We documented that the setting of cameras on trails increased the likelihood of detecting wolves but decreased the likelihood of detecting ungulates. Most importantly, the hunting season significantly reduced the likelihood of capturing roe deer, while having no effect on either red deer or wolves. 
4. Our results confirmed the relevance of including prey, predators and human dynamics as a whole. Since the sharing of habitat makes human activities significantly important in defining predator-prey mechanisms, our insights are particularly relevant for defining solutions to optimize human-wildlife coexistence, especially in a highly anthropogenic system such as Europe.
DOI: 10.15468/dl.vh5b5y
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Penicillium rubens Biourge"
 ]
}

 The dataset includes 48 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000534-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/cr9svpv3j6.1
title: Loss of MECP2 in human neurons

description: Human induced pluripotent stem cell derived Wildtype and MECP2-null neurons were cultured and then harvested for RNA-seq. In addition, mutant neurons were treated with NAD to stimulate PARP1 activity.
DOI: 10.25318/3310054101-eng
title: Percentage of domestic and foreign direct suppliers that would be difficult to replace, third quarter of 2022

description: Percentage of domestic and foreign direct suppliers that would be difficult to replace, by North American Industry Classification System (NAICS), business employment size, type of business, business activity and majority ownership, third quarter of 2022.
DOI: 10.15468/dl.vyteq7
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Botrytis porri N.F.Buchw."
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000536-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25318/3310054101-fra
title: Pourcentage de fournisseurs directs canadiens et étrangers qui seraient difficilement remplaçables, troisième trimestre de 2022

description: Pourcentage de fournisseurs directs canadiens et étrangers qui seraient difficilement remplaçables, selon le Système de classification des industries de l’Amérique du Nord (SCIAN), l’effectif de l’entreprise, le type d’entreprise, l’activité de l'entreprise et le propriétaire majoritaire, troisième trimestre de 2022.
DOI: 10.17632/rrjfgwvrj3.1
title: Single-asperity friction and wear in seismic faults – Part I: Experiments on marble

description: Data associated to the paper "Single-asperity friction and wear in seismic faults – Part I: Experiments on marble" by Clerc et al. (2025), under review in the Journal of Geophysical Research: Solid Earth.
DOI: 10.17632/z6pn5jzcnc
title: Rat Rett brain sc-rna-seq

description: Brains from wildtype and MECP2-null transgenic rats were processed for SC-RNA-seq
DOI: 10.17632/z6pn5jzcnc.1
title: Rat Rett brain sc-rna-seq

description: Brains from wildtype and MECP2-null transgenic rats were processed for SC-RNA-seq
DOI: 10.17632/d7zm7y573y.1
title: Is California’s Cap-and-Trade Program a Blueprint for Net Zero Policies? (Supplementary material)

description: This repository contains the replication package for Carlisle and Stankov's 'Is California’s Cap-and-Trade Program a 
Blueprint for Net Zero Policies?' and enables the recreation of both the main regression tables presented in the paper, as well as a full replication.
DOI: 10.17632/wg95m38mds.1
title: Human Rett brain sc-RNA-seq

description: nuclei were isolated from Rett Patient brain samples and processed for sc_RNA-seq
DOI: 10.15468/dl.ff9nc6
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-5.320502465653752 37.46083822693382,-5.319656952153951 37.46083822693382,-5.319656952153951 37.461683740433614,-5.320502465653752 37.461683740433614,-5.320502465653752 37.46083822693382))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000537-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pg3f7e
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Penicillium alfredii Visagie, Seifert & Samson"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000538-250214102907787/datasets/export for details.
DOI: 10.25318/3310054201-eng
title: Plans to expand or restructure business or organization or acquire other businesses or organizations over the next 12 months, third quarter of 2022

description: Plans for the business or organization to expand or restructure, or to acquire or invest in other businesses or organizations over the next 12 months, by North American Industry Classification System (NAICS), business employment size, type of business, business activity and majority ownership, third quarter of 2022.
DOI: 10.15468/dl.j6jwp3
title: Occurrence Download

description: A dataset containing 296 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hottentotta tamulus (Fabricius, 1798)"
 ]
}

 The dataset includes 296 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000539-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ru6u7
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Fragaria vesca f. alba (Duchesne) Staudt"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000540-250214102907787/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.