cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.11187709
title: Data set for the study "Interplay between climate and carbon cycle feedbacks could substantially enhance future warming"

description: Abstract:

Copied from paper: In light of uncertainties regarding climate sensitivity and future anthropogenic greenhouse gas emissions, we explore the plausibility of global warming over the next millennium which is significantly higher than what is usually expected. Although efforts to decarbonize the global economy have significantly shifted global anthropogenic emissions away from the most extreme emission scenarios, intermediate emission scenarios are still plausible. Significant warming in these scenarios cannot be ruled out as uncertainties in equilibrium climate sensitivity (ECS) remain very large. Until now, long-term climate change projections and their uncertainties for such scenarios have not been investigated using Earth system models that account for all major carbon cycle feedbacks. Using the fast Earth system model CLIMBER-X with interactive CO₂ and CH₄ (the latter typically not included in most models), we performed simulations for the next millennium under extended SSP1-2.6, SSP4-3.4 and SSP2-4.5 scenarios. These scenarios are usually associated with peak global warming levels of 1.5, 2 and 3°C, respectively, for an ECS of ~3°C, considered the best estimate in the latest IPCC report. As ECS values lower or higher than this estimate cannot be ruled out, we emulate a wide range of ECS from 2 to 5°C, defined as the "very likely" range by the IPCC. Our results show that achieving the Paris Agreement goal of a 2°C temperature increase is only feasible for low emission scenarios and if ECS is lower than 3.5°C. With an ECS of 5°C, peak warming in all considered scenarios more than doubles compared to an ECS of 3°C. Approximately 50% of this additional warming is attributed to positive climate-carbon cycle feedbacks with comparable contributions from CO₂ and CH₄. The interplay between potentially high ECS and carbon cycle feedbacks could drastically enhance future warming, demonstrating the importance of properly accounting for all major climate feedbacks and associated uncertainties in projecting future climate change.

Data organization:

The Zenodo upload is organized as the following inside of results.zip:



Data analysis and figure generation are given by "*.pynb" and "*.m" files

Data files as NetCDF output are organized with the following structure inside of data:



Emission scenario: hist-aer, SSP1-2.6, SSP4-3.4, and SSP2-4.5



Equilibrium climate sensitivity: ecs_2.0K, ecs_2.5K, ecs_3.0K, ecs_3.5K, ecs_4.0K, ecs_4.5K, and ecs_5.0K



Experiment: comp, comp_fix_ch4, comp_fix_co2_ch4, comp_ssp_co2_ch4



Component: atmosphere (atm) and ocean (ocn)

File type: for some experiments, files are divided into timeseries (*_ts.nc) or 2D data (*.nc)

Note: comp_ssp_co2_ch4, the CLIMBER-X runs which used prescribed concentrations (rather than emissions) is only available for the ECS of 3°C
DOI: 10.15468/dl.tq5tku
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lagenaria siceraria",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 31 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041819-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3gstrr
title: Occurrence Download

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

 The dataset includes 49 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041818-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ed2p3p
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lagenaria siceraria",
 "Country is Belize",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041820-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/98xznp
title: RPG2015_sol_climat.parquet

description: :unav
DOI: 10.57745/hxuvan
title: RPG2015_sol_climat.csv

description: :unav
DOI: 10.57745/is9ndm
title: RPG sol et climat 2015

description: Information sur le sol et le climat des parcelles du RPG 2015Ce jeu de données contient, pour chaque parcelle du RPG, identifiée par son identifiant public source IGN : - la commune dans laquelle se situe la majeure partie de sa surface, le département, la région - son altitude (moyenne, min et max), sa pente moyenne et son orientation, source Bd-Alti de l'IGN - les coordonnées et le numéro de maille SAFRAN dont le centroïde est le plus proche de celui de la parcelle, source grille SAFRAN Météo-France - la ou les unités cartographiques de sols dans lesquelles se situent la parcelle, source European Soil Data Base (ESDB) . Ces données visent à faciliter le rapprochement entre les parcelles du RPG, les données climatiques passées ou futures, ainsi que les caractéristiques de sols.
DOI: 10.57745/pt3y12
title: DICTIONNAIRE_VARIABLES_RPG_SOL_CLIMAT.csv

description: :unav
DOI: 10.15468/dl.tw62bx
title: Occurrence Download

description: A dataset containing 2196 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bactrocera correcta",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 2196 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041821-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8kaj7
title: Occurrence Download

description: A dataset containing 511 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bactrocera carambolae",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 511 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041823-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6g9em8
title: Occurrence Download

description: A dataset containing 1206 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bactrocera zonata",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 1206 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041822-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aghep6
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Garra kalakadensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041824-250811113504898/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.29978851
title: data and script for: Afrotropical passerines grow wing feathers faster than their European counterparts

description: This dataset contains the data and code required to replicate analyses in Horák et al. (2025; doi: 10.1093/zoolinnean/zlaf123). The study examined interspecific variation in wing and tail feather growth rates and quality in passerine birds from temperate and tropical regions using data from 679 adults representing 132 species. Feather samples were collected between 2014 and 2019 from various locations in two different countries across distinct climatic zones: the Czech Republic (latitude 48.78°-50.10° N, longitude 13.94°-16.91° E, 34 sites) and Cameroon (latitude 4.10°-6.09° N, longitude 9.06°-10.29° E, 4 sites). To determine feather growth rate, we utilized ptilochronological measurements, following the method described by Grubb (2006). A segment from the distal part of each feather, typically consisting of 10 growth bars, was marked and measured using a calliper. The FGR (in mm per day) was calculated by dividing the segment length by the number of growth bars within that segment. Each feather was examined against light to identify the presence of fault bars, coded as 1 if present and 0 if absent. Fault bars are defined as narrow bars of missing barbules oriented perpendicularly to the rachis. The mass of each feather was measured to the nearest 0.1 mg.<b>Description:</b>This file contains two sheets:the main data used in the associated manuscriptscript used for data analysis in the statistical software RVariablesID - identification code of individualSpecies - species scientific nameBreedingMoultCategory - three categories describing breeding and moulting site (breeding site followed by moulting site)BodyMassAv - species specific body mass (g)FeatherMassInd - individual feather mass (mg)FeatherLengthInd - individual feather length (mm)FGRInd - individual feather growth rate (mm/day)FB - fault bar occurrence in a given feather (1- yes, 0 - no)Table S8 - use of the sample in Table S8 (1- yes, 0 - no)Code/softwareWe used the statistical software R (ver. 3.6.1 , R Core Team, 2019), packages: MCMCglmm, caper.
DOI: 10.6084/m9.figshare.29978851.v1
title: data and script for: Afrotropical passerines grow wing feathers faster than their European counterparts

description: This dataset contains the data and code required to replicate analyses in Horák et al. (2025; doi: 10.1093/zoolinnean/zlaf123). The study examined interspecific variation in wing and tail feather growth rates and quality in passerine birds from temperate and tropical regions using data from 679 adults representing 132 species. Feather samples were collected between 2014 and 2019 from various locations in two different countries across distinct climatic zones: the Czech Republic (latitude 48.78°-50.10° N, longitude 13.94°-16.91° E, 34 sites) and Cameroon (latitude 4.10°-6.09° N, longitude 9.06°-10.29° E, 4 sites). To determine feather growth rate, we utilized ptilochronological measurements, following the method described by Grubb (2006). A segment from the distal part of each feather, typically consisting of 10 growth bars, was marked and measured using a calliper. The FGR (in mm per day) was calculated by dividing the segment length by the number of growth bars within that segment. Each feather was examined against light to identify the presence of fault bars, coded as 1 if present and 0 if absent. Fault bars are defined as narrow bars of missing barbules oriented perpendicularly to the rachis. The mass of each feather was measured to the nearest 0.1 mg.<b>Description:</b>This file contains two sheets:the main data used in the associated manuscriptscript used for data analysis in the statistical software RVariablesID - identification code of individualSpecies - species scientific nameBreedingMoultCategory - three categories describing breeding and moulting site (breeding site followed by moulting site)BodyMassAv - species specific body mass (g)FeatherMassInd - individual feather mass (mg)FeatherLengthInd - individual feather length (mm)FGRInd - individual feather growth rate (mm/day)FB - fault bar occurrence in a given feather (1- yes, 0 - no)Table S8 - use of the sample in Table S8 (1- yes, 0 - no)Code/softwareWe used the statistical software R (ver. 3.6.1 , R Core Team, 2019), packages: MCMCglmm, caper.
DOI: 10.15468/dl.b2y4at
title: Occurrence Download

description: A dataset containing 260274906 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tracheophyta)",
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 260274906 records from 9157 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041774-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f49zx5
title: Occurrence Download

description: A dataset containing 1289095 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is f314b0b0-e3dc-11d9-8d81-b8a03c50a862",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 1289095 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040673-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vv3p6x
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elymus wawawaiensis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 146 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040679-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e6xw7k
title: Occurrence Download

description: A dataset containing 1908 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-106.6188 21.44913, -106.4688 21.44913, -106.4688 21.59913, -106.6188 21.59913, -106.6188 21.44913))"
 ]
}

 The dataset includes 1908 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040681-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.23225.43366
title: C11_SHRM_ BUILDING SOCIAL ARCHITECTURE
DOI: 10.6084/m9.figshare.30644594
title: No consistent latitudinal biodiversity gradients in soil biodiversity (Supplementary tables S1-S20)

description: The latitudinal diversity gradient (LDG), a foundational pattern describing increasing biodiversity toward the Equator, has been extensively documented for aboveground organisms. However, whether this pattern holds for belowground biodiversity—the largest component of Earth’s biodiversity—remains unclear. Here, we integrated two independent global databases encompassing over 5,000 soil samples (amplicon and metagenomics) across multiple trophic levels, including archaea, bacteria, fungi, protists, and invertebrates. Our results demonstrate that multitrophic soil biodiversity deviates substantially from the classical LDG, with most taxa do not follow the expected decline in diversity with increasing latitude. Moreover, beta diversity and community turnover were highest at mid- to high latitudes. We further found that local-scale edaphic properties (e.g., soil carbon, nitrogen, and pH) and global-scale climatic variables (e.g., rainfall and temperature), largely overrides latitude in explaining soil biodiversity variations. Multi-group structural equation modeling indicated that local diversity was primarily governed by regional diversity and soil nitrogen availability, suggesting that nutrient supply mediates spatial variation in community assembly across regions. Collectively, our findings challenge the universality of the classical LDG and advance our understanding of the mechanisms shaping global soil biodiversity patterns.
DOI: 10.6084/m9.figshare.30644594.v1
title: No consistent latitudinal biodiversity gradients in soil biodiversity (Supplementary tables S1-S20)

description: The latitudinal diversity gradient (LDG), a foundational pattern describing increasing biodiversity toward the Equator, has been extensively documented for aboveground organisms. However, whether this pattern holds for belowground biodiversity—the largest component of Earth’s biodiversity—remains unclear. Here, we integrated two independent global databases encompassing over 5,000 soil samples (amplicon and metagenomics) across multiple trophic levels, including archaea, bacteria, fungi, protists, and invertebrates. Our results demonstrate that multitrophic soil biodiversity deviates substantially from the classical LDG, with most taxa do not follow the expected decline in diversity with increasing latitude. Moreover, beta diversity and community turnover were highest at mid- to high latitudes. We further found that local-scale edaphic properties (e.g., soil carbon, nitrogen, and pH) and global-scale climatic variables (e.g., rainfall and temperature), largely overrides latitude in explaining soil biodiversity variations. Multi-group structural equation modeling indicated that local diversity was primarily governed by regional diversity and soil nitrogen availability, suggesting that nutrient supply mediates spatial variation in community assembly across regions. Collectively, our findings challenge the universality of the classical LDG and advance our understanding of the mechanisms shaping global soil biodiversity patterns.
DOI: 10.5281/zenodo.17628988
title: Dataset for "Higgs Production Classifier using Weak Supervision"

description: Dataset for the paper "Higgs Production Classifier using Weak Supervision".

The Higgs events are produced via VBF and GGF processes and decay into di-photon, ZZ, and Z+photon channels.
DOI: 10.5281/zenodo.17628987
title: Dataset for "Higgs Production Classifier using Weak Supervision"

description: Dataset for the paper "Higgs Production Classifier using Weak Supervision".

The Higgs events are produced via VBF and GGF processes and decay into di-photon, ZZ, and Z+photon channels.
DOI: 10.15468/dl.xjkjv7
title: Occurrence Download

description: A dataset containing 3554 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-106.4688 21.44913, -106.3188 21.44913, -106.3188 21.59913, -106.4688 21.59913, -106.4688 21.44913))"
 ]
}

 The dataset includes 3554 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040683-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.64r55d
title: Occurrence Download

description: A dataset containing 17790 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Encelia californica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 17790 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040682-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jzj4cm
title: Occurrence Download

description: A dataset containing 85911 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Spilopelia chinensis"
 ]
}

 The dataset includes 85911 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040624-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5unt7z
title: Occurrence Download

description: A dataset containing 124846 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hippophae rhamnoides"
 ]
}

 The dataset includes 124846 records from 695 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040632-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9seu2w
title: Occurrence Download

description: A dataset containing 24916339 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chinese Taipei",
 "HasCoordinate is true"
 ]
}

 The dataset includes 24916339 records from 972 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040611-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110829815
title: Persepolis Fortification Elamite Tablet 1225, PF 1225

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF 1225 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge? Reverse, upper edge. ❧ [Physical Object Note:] Many black spots on tablet.
DOI: 10.25549/inscriptifact-ouc110829330
title: Persepolis Fortification Elamite Tablet 1225, PF 1225

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF 1225 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge? Reverse, upper edge. ❧ [Physical Object Note:] Many black spots on tablet.
DOI: 10.25549/inscriptifact-ouc110829313
title: Persepolis Fortification Elamite Tablet 1225, PF 1225

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF 1225 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge? Reverse, upper edge. ❧ [Physical Object Note:] Many black spots on tablet.
DOI: 10.25549/inscriptifact-ouc110829248
title: Persepolis Fortification Elamite Tablet 1225, PF 1225

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF 1225 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge? Reverse, upper edge. ❧ [Physical Object Note:] Many black spots on tablet.
DOI: 10.15468/dl.cfdbaj
title: Occurrence Download

description: A dataset containing 263294 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "DatasetKey is Tropicos MO Specimen Data"
 ]
}

 The dataset includes 263294 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029152-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.