cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.22j92d
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Larutia seribuatensis"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009286-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kt7e5u
title: Occurrence Download

description: A dataset containing 25688 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "Geometry POLYGON((-100.551 36.917,-71.79 36.917,-71.79 49.612,-100.551 49.612,-100.551 36.917))",
 "Year is greater than or equal to 2024",
 "RecordedBy is one of (Laura J. Costello, Laura Pollock, laura_the_dragon, Laure N., Laurent Dufour, layfad, lduchac, Lea M, leahbj, Leana Reed, lebovits, Lee Thomas, leetie, lemonll, Len Manning, Lena Struwe, Leo Viljoen, leonphotography168, lets_go_samsam, Levana Taylor, Levi smith, levst, lexieloy7, lgorman, lhardacker17, lhopenwasser, lhsk, Liam, Liam Hood-Hanlon, Liam O, Liana Kirkey, libbydaly1, Lila S., Lilia Torres, Linda, Link Davis, Lisa, Lisa Ann Fanning, Lisa Brundage, Lisa Wiencek Gerbec, lisahazard, lisamkelsey, Lissa Deslandes, little793, little_cat_people, littlethousand, liviad, liza_b, ljfekontanis, lkeifer)",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 25688 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009285-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18767961
title: Numerical Data and Gnuplot Scripts for arXiv:2602.20589

description: This dataset contains the numerical data and gnuplot scripts used to generate the figures in arXiv:2602.20589. Figures 1 and 2 in the manuscript are schematic illustrations and do not involve numerical data. Numerical data corresponding to Figs. 3–10 are organized into subdirectories and can be reproduced by executing the provided gnuplot scripts using relative paths. All data files are in plain text format.
DOI: 10.5281/zenodo.18767960
title: Numerical Data and Gnuplot Scripts for arXiv:2602.20589

description: This dataset contains the numerical data and gnuplot scripts used to generate the figures in arXiv:2602.20589. Figures 1 and 2 in the manuscript are schematic illustrations and do not involve numerical data. Numerical data corresponding to Figs. 3–10 are organized into subdirectories and can be reproduced by executing the provided gnuplot scripts using relative paths. All data files are in plain text format.
DOI: 10.34740/kaggle/dsv/14954828
title: Public Opinion on Climate Change (Updated Daily)
DOI: 10.15468/dl.aw3jcj
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Larutia penangensis"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009288-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18762342
title: Mapping Plant Growth Index (PGI) over Australia from 1990 to 2024

description: Mapping the Plant Growth Index (PGI) across Australia from 1990 to 2024.

The dataset includes daily gridded PGI values for Australia at approximately 12 km resolution for the period 1990–2024, provided for each year in NetCDF format.
DOI: 10.5281/zenodo.18762343
title: Mapping Plant Growth Index (PGI) over Australia from 1990 to 2024

description: Mapping the Plant Growth Index (PGI) across Australia from 1990 to 2024.

The dataset includes daily gridded PGI values for Australia at approximately 12 km resolution for the period 1990–2024, provided for each year in NetCDF format.
DOI: 10.15468/dl.gzr732
title: Occurrence Download

description: A dataset containing 3224 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abelmoschus manihot"
 ]
}

 The dataset includes 3224 records from 201 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009289-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e2erx6
title: Occurrence Download

description: A dataset containing 154 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is China",
 "TaxonKey is Gentiana siphonantha"
 ]
}

 The dataset includes 154 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009290-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18767936
title: Multi-site microbiomes' response to chronic obstructive pulmonary disease

description: This study aimed to evaluate the changes of oral, nasal, pulmonary, and gut microbiota in chronic obstructive pulmonary diseases (COPD) patients and explore their interrelationships compared to the healthy group. This study included 32 COPD patients and 29 healthy individuals. A total of 162 orals, nasal, sputum, and fecal samples were obtained. The microbiota was determined by full-length 16S rDNA gene sequencing based on the PacBio sequencing platform. In sputum and stool specimens, alpha and beta diversity were significantly decreased in COPD patients. The Bray-Curtis distance indicates an overlap in microbial flora between the oral cavity and sputum, distinctly separated from nasal and fecal microorganisms. Haemophilus haemolyticus and Haemophilus parahaemolyticus were biomarkers for COPD group in sputum. The IL-6 was negatively correlated with Neisseria subflava in the oral cavity samples, and with the Porphyromonas endodontalis, Neisseria macacae, Prevotella intermedia in the sputum samples, with butyrate-producing bacteria in the fecal samples. The bacterial key nodes of sputum from COPD patients were mainly composed of low-abundance bacterial genera. The microbiome of the lungs originates from the oral microbiome, but it can be changed by the COPD. The lung microbiome is still more sensitive and accurate than the oral, nasal, and fecal microbiomes in COPD. Low-abundance taxa in the lung may be the key flora contributing to the development of COPD.
DOI: 10.5281/zenodo.18767935
title: Multi-site microbiomes' response to chronic obstructive pulmonary disease

description: This study aimed to evaluate the changes of oral, nasal, pulmonary, and gut microbiota in chronic obstructive pulmonary diseases (COPD) patients and explore their interrelationships compared to the healthy group. This study included 32 COPD patients and 29 healthy individuals. A total of 162 orals, nasal, sputum, and fecal samples were obtained. The microbiota was determined by full-length 16S rDNA gene sequencing based on the PacBio sequencing platform. In sputum and stool specimens, alpha and beta diversity were significantly decreased in COPD patients. The Bray-Curtis distance indicates an overlap in microbial flora between the oral cavity and sputum, distinctly separated from nasal and fecal microorganisms. Haemophilus haemolyticus and Haemophilus parahaemolyticus were biomarkers for COPD group in sputum. The IL-6 was negatively correlated with Neisseria subflava in the oral cavity samples, and with the Porphyromonas endodontalis, Neisseria macacae, Prevotella intermedia in the sputum samples, with butyrate-producing bacteria in the fecal samples. The bacterial key nodes of sputum from COPD patients were mainly composed of low-abundance bacterial genera. The microbiome of the lungs originates from the oral microbiome, but it can be changed by the COPD. The lung microbiome is still more sensitive and accurate than the oral, nasal, and fecal microbiomes in COPD. Low-abundance taxa in the lung may be the key flora contributing to the development of COPD.
DOI: 10.15468/dl.djtrys
title: Occurrence Download

description: A dataset containing 1173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Festuca idahoensis",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 1173 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009293-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jkd4r8
title: Occurrence Download

description: A dataset containing 12752 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "Geometry POLYGON((-100.551 36.917,-71.79 36.917,-71.79 49.612,-100.551 49.612,-100.551 36.917))",
 "Year is greater than or equal to 2024",
 "RecordedBy is one of (llamacatatta, lmdisla, LMM897, LN_Rae, lnc3535, Logan Fox, lopez155, Lorelei D, lorililly, Lorna Dielentheis, lorybenedetti, Louis Burns, louiseauclair, louisnadeau, lousmyrlis, lowellstudent, Lowens311, Loïc Mathieu, lrockhill, ltminderbinder, Lucas Cain, Lucas Foerster, lucywhitney, Luka S. (someplant), lukinsj5, lutrixia, luzaguilaar, Lyndon Baines. Johnson, lynnshort, M. Whitson, m00nhead, m0xostoma, mabrigg1005, macintasha, mad0c, Madelyn Seymour, Madison Mitton, Madison Reynolds, madronawayman, madygrenier, maeleight, Maeve and Joey Coker, magpray, mahpin, Malcolmander, mamoona_h, Manny Ilow, Manny Salas, Mano Ali, manosb)",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 12752 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009294-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rwy7hc
title: Occurrence Download

description: A dataset containing 35448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is POL.10_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Fungi"
 ]
}

 The dataset includes 35448 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009292-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hnk6jt
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Zoothera mollissima"
 ]
}

 The dataset includes 33 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009295-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7807/immo:redc:suf:v5
title: RWI Commercial Real Estate Data - (SUF Off-site)
title: SUF Off-site

description: ImmoScout24 is the largest real estate internet platform in Germany. Properties for private as well as commercial use are offered on the website. However, the RWI-GEO-REDC data only cover commercial properties. The dataset covers most characteristics collected on the platform like price, size and characteristics of the property but also automatically generated items like the duration of the advertisement spell. 
description: Sampled Universe: All commercial properties listed on ImmoScout24

Sampling: Full sample
description: Collection Mode: Observation.ComputerBased
description: Unit Type: HousingUnit

Number of Units: 5108697
DOI: 10.5281/zenodo.18768099
title: Soluble selectins and ischemic stroke: A bi-directional two-sample Mendelian randomization study
DOI: 10.5281/zenodo.18768098
title: Soluble selectins and ischemic stroke: A bi-directional two-sample Mendelian randomization study
DOI: 10.5281/zenodo.18767526
title: Brassicaceae richness in Anatolia

description: This repository contains the datasets used in the study “A plant-diversity dark spot at the intersection of three biodiversity hotspots: environmental drivers of Brassicaceae richness in Türkiye”. All files correspond to the analyses reported in the article summarized below. The repository includes the updated Brassicaceae checklist for Türkiye, cleaned georeferenced occurrence data, cell-based species and endemic richness values, and the corresponding cell-based environmental predictor values.

 

A plant-diversity dark spot at the intersection of three biodiversity hotspots: environmental drivers of Brassicaceae richness in Türkiye

ABSTRACT

We provide the first nationwide, spatially explicit analytical framework for assessing how environmental and spatial processes structure species and endemic richness in Brassicaceae across Türkiye, a global plant-diversity “dark spot”. We compiled an updated national checklist and >15,000 unique, georeferenced herbarium records for Brassicaceae and aggregated them to 0.5° × 0.5° grid cells. We quantified species and endemic richness per cell and related them to contemporary climate, aridity, long-term climatic stability, net primary productivity, human modification, and topography. We compared ordinary least squares with spatial regression models, performed variation partitioning to separate environmental and spatial components, and applied geographically weighted regression to assess spatial variation in relationships. In doing so, we found that species and endemic richness peak in southern Anatolia and along the Anatolian Diagonal, with additional species-rich areas in the northern parts of the Central Anatolian Plateau. For species richness, topographic roughness has a strong positive effect, whereas annual precipitation has a strong negative effect, consistent with concentration in topographically heterogeneous, relatively dry landscapes. For endemic richness, elevation and roughness have strong positive effects, whereas temperature, past-climatic stability, and aridity index have strong negative effects, indicating that endemics are concentrated in high-elevation, topographically heterogeneous, cooler, climatically stable, and relatively dry landscapes. Environmental gradients explain substantially more variation than purely spatial structure, and geographically weighted regression shows that model fit is highest in the Central Taurus Mountains. Overall, topographically complex, climatically stable mountain systems in southern Anatolia and along the Anatolian Diagonal simultaneously act as centres of species and endemic richness in Brassicaceae. These regions emerge as key conservation priorities for safeguarding both current diversity and evolutionary potential in one of the world’s plant-diversity “dark spots”.

Keywords: Anatolia, aridity, Brassicaceae, climatic stability, endemism, Neotethys closure, spatial regression models, species richness, tectonic uplift, topographic complexity
DOI: 10.15468/dl.t4jz8f
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Larutia trifasciata"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009300-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17867065
title: Brassicaceae richness in Anatolia

description: This repository contains the datasets used in the study “A plant-diversity dark spot at the intersection of three biodiversity hotspots: environmental drivers of Brassicaceae richness in Türkiye”. All files correspond to the analyses reported in the article summarized below. The repository includes the updated Brassicaceae checklist for Türkiye, cleaned georeferenced occurrence data, cell-based species and endemic richness values, and the corresponding cell-based environmental predictor values.

 

A plant-diversity dark spot at the intersection of three biodiversity hotspots: environmental drivers of Brassicaceae richness in Türkiye

ABSTRACT

We provide the first nationwide, spatially explicit analytical framework for assessing how environmental and spatial processes structure species and endemic richness in Brassicaceae across Türkiye, a global plant-diversity “dark spot”. We compiled an updated national checklist and >15,000 unique, georeferenced herbarium records for Brassicaceae and aggregated them to 0.5° × 0.5° grid cells. We quantified species and endemic richness per cell and related them to contemporary climate, aridity, long-term climatic stability, net primary productivity, human modification, and topography. We compared ordinary least squares with spatial regression models, performed variation partitioning to separate environmental and spatial components, and applied geographically weighted regression to assess spatial variation in relationships. In doing so, we found that species and endemic richness peak in southern Anatolia and along the Anatolian Diagonal, with additional species-rich areas in the northern parts of the Central Anatolian Plateau. For species richness, topographic roughness has a strong positive effect, whereas annual precipitation has a strong negative effect, consistent with concentration in topographically heterogeneous, relatively dry landscapes. For endemic richness, elevation and roughness have strong positive effects, whereas temperature, past-climatic stability, and aridity index have strong negative effects, indicating that endemics are concentrated in high-elevation, topographically heterogeneous, cooler, climatically stable, and relatively dry landscapes. Environmental gradients explain substantially more variation than purely spatial structure, and geographically weighted regression shows that model fit is highest in the Central Taurus Mountains. Overall, topographically complex, climatically stable mountain systems in southern Anatolia and along the Anatolian Diagonal simultaneously act as centres of species and endemic richness in Brassicaceae. These regions emerge as key conservation priorities for safeguarding both current diversity and evolutionary potential in one of the world’s plant-diversity “dark spots”.

Keywords: Anatolia, aridity, Brassicaceae, climatic stability, endemism, Neotethys closure, spatial regression models, species richness, tectonic uplift, topographic complexity
DOI: 10.15468/dl.fju9pu
title: Occurrence Download

description: A dataset containing 3809600 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Plantae, Undaria pinnatifida, Lindavia intermedia)",
 "Country is New Zealand",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 0",
 "DecimalLongitude is greater than or equal to -180",
 "DecimalLatitude is greater than or equal to -90",
 {
 "not" : {
 "or" : [
 "Issue is Zero coordinate",
 "Issue is Coordinate out of range",
 "Issue is Country coordinate mismatch"
 ]
 }
 }
 ]
}

 The dataset includes 3809600 records from 309 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009215-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ayt4yt
title: Occurrence Download

description: A dataset containing 699 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((100 20,150 20,150 60,100 60,100 20))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Serratula coronata",
 "Year 1960-2025"
 ]
}

 The dataset includes 699 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077902-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vnt4ps
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044317-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.auxe6x
title: Occurrence Download

description: A dataset containing 180305743 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plantae"
 ]
}

 The dataset includes 180305743 records from 3242 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092749-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdvx5f
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senecio rosmarinus Phil."
 ]
}

 The dataset includes 43 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124520-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v5hchf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Porifera",
 "DatasetKey is Numérisation des données faune contenues dans les Bulletins de la Société Linnéenne de Bordeaux-Bulletin de la Société Linnéenne de Bordeaux, Tome 143 (N.S) n° 36 (3), 2008 - Données faune",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0221389-230224095556074/datasets/export for details.
DOI: 10.15468/dl.78zhdx
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gamochaeta polybotrya (Phil.) Cabrera"
 ]
}

 The dataset includes 21 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0224154-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8c3e4
title: Occurrence Download

description: A dataset containing 1554 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Eresus kollari Rossi, 1846"
 ]
}

 The dataset includes 1554 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0227771-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.