cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.k898qf
title: Occurrence Download

description: A dataset containing 188 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus",
 "Country is Bolivia (Plurinational State of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 188 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027266-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdkvm2
title: Occurrence Download

description: A dataset containing 97979 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-07-26",
 "EventDate is less than or equal to 2025-08-25",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 97979 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027251-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2y6hfd
title: Occurrence Download

description: A dataset containing 591 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tamarix ramosissima"
 ]
}

 The dataset includes 591 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027267-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sk4q5e
title: Occurrence Download

description: A dataset containing 8094104 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Korea, Republic of"
 ]
}

 The dataset includes 8094104 records from 1470 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027240-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4az585
title: Occurrence Download

description: A dataset containing 258 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 258 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027271-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4g8m6j
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (CHN.6.4_1, CHN.6.15_1, CHN.6.21_1, CHN.6.3_1, CHN.6.6_1, CHN.6.2_1, CHN.6.20_1, CHN.6.7_1, CHN.6.19_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aquila nipalensis",
 "Year 2020-2025"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027268-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ds5vuw
title: Occurrence Download

description: A dataset containing 2029 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is ASEAN Fish Occurrences Literature"
 ]
}

 The dataset includes 2029 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027269-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s9n578
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Hong Kong, Macao)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aquila nipalensis",
 "Year 2020-2025"
 ]
}

 The dataset includes 40 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027270-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2p67m7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus",
 "Country is Brunei Darussalam",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027272-250811113504898/datasets/export for details.
DOI: 10.15468/dl.j9htuj
title: Occurrence Download

description: A dataset containing 2123 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((173.43945 -37.79424,176.92 -37.79424,176.92 -36.23373,173.43945 -36.23373,173.43945 -37.79424))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Agathis"
 ]
}

 The dataset includes 2123 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027273-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6p3cec
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parastrachia"
 ]
}

 The dataset includes 71 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027274-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jk24mf
title: Occurrence Download

description: A dataset containing 302 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 302 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027275-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cu3y9k
title: Occurrence Download

description: A dataset containing 2288 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "TaxonKey is Herpestes ichneumon (Linnaeus, 1758)"
 ]
}

 The dataset includes 2288 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021783-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y2caq5
title: Occurrence Download

description: A dataset containing 1834 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Argyreia nervosa (Burm.fil.) Bojer, Calycobolus africanus (G.Don) Heine)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1834 records from 159 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021781-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nxahhz
title: Occurrence Download

description: A dataset containing 570 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Chinese Taipei, China)",
 "OccurrenceStatus is Present",
 "TaxonKey is Acer truncatum Bunge",
 "Year 1950-2025"
 ]
}

 The dataset includes 570 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021784-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/0rwh-1h23
title: "Tomo-Net"

description: "This dataset is the data of the manuscript Tomo-Net: A Physics-Inspired Dual Regression Network for Nonlinear Tomographic Imaging."
DOI: 10.15468/dl.6z44ss
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oreochromis niloticus (Linnaeus, 1758)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.5395 -23.2724,25.1306 -24.0715,25.5395 -24.0715,25.5395 -23.2724))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021785-250525065834625/datasets/export for details.
DOI: 10.15468/dl.w5qgzs
title: Occurrence Download

description: A dataset listing the 6645 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Kyrgyzstan",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset's 6645 records were derived from 205 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007203-260129131611470/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/14710205
title: Mahanagar Yatayat Transport Dataset
DOI: 10.5281/zenodo.18015852
title: Assessing resource stress under agriculture expansion and climate change: insights from Ethiopia - dataset.

description: This repository represents the final dataset associated to the study "Assessing resource stress under agriculture expansion and climate change: insights from Ethiopia " . The datasets have been used to assess resource stress in a Climate, Land, Enegy, and Water systems managment framework (CLEWs), using the user interface MUIO v5.3.  

This repository has the following content:



Five folders - one for each modelled scenario. In each of them there are .csv files for input and output (modelling results) data, and the indicators developed with the Indicators4CLEWs repository.

A "convert_from.zip" folder, where there is the RCPIRR8.5 dataset that can be used as a test for the GitHub repository (link above). 

A final Excel file where all the data, assumptions, calculations and references are documented and summarized. Further explaination on the Excel file structure can be found inside in the "README" Excel sheet.
DOI: 10.5281/zenodo.18015853
title: Assessing resource stress under agriculture expansion and climate change: insights from Ethiopia - dataset.

description: This repository represents the final dataset associated to the study "Assessing resource stress under agriculture expansion and climate change: insights from Ethiopia " . The datasets have been used to assess resource stress in a Climate, Land, Enegy, and Water systems managment framework (CLEWs), using the user interface MUIO v5.3.  

This repository has the following content:



Five folders - one for each modelled scenario. In each of them there are .csv files for input and output (modelling results) data, and the indicators developed with the Indicators4CLEWs repository.

A "convert_from.zip" folder, where there is the RCPIRR8.5 dataset that can be used as a test for the GitHub repository (link above). 

A final Excel file where all the data, assumptions, calculations and references are documented and summarized. Further explaination on the Excel file structure can be found inside in the "README" Excel sheet.
DOI: 10.15468/dl.xuxmsk
title: Occurrence Download

description: A dataset containing 173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-1.02466 37.53636,-0.92022 37.53636,-0.92022 37.62251,-1.0037 37.62251,-1.02466 37.62251,-1.02466 37.53636))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Falco tinnunculus",
 "Year 2000-2026"
 ]
}

 The dataset includes 173 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007244-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18434085
title: H2CM - daily simulations

description: Dataset overview

This archive contains the daily, global output of our Hybrid Hydrological Carbon‑Cycle Model (H2CM) from a 10‑fold cross‑validation experiment. Each of the ten NetCDF files corresponds to one held‑out fold and provides model predictions on a regular 1°×1° latitude–longitude grid for the period 1 January 2001 through 31 December 2019.

Spatial and temporal resolution





Spatial grid: 180 latitudes (from 89.5° N to 89.5° S) × 360 longitudes (from 179.5° W to 179.5° E)




Temporal resolution: daily time steps (6939 days total)



Variables and units






Variable
Description
Units




gpp
Gross primary productivity
g C m⁻² day⁻¹


npp
Net primary productivity
g C m⁻² day⁻¹


nee
Net ecosystem exchange (gpp – ter)
g C m⁻² day⁻¹


Ra
Autotrophic respiration
g C m⁻² day⁻¹


Rh
Heterotrophic respiration
g C m⁻² day⁻¹


prec_actual
Predicted actual precipitation
mm day⁻¹


T
Transpiration
mm day⁻¹


ET
Evapotranspiration
mm day⁻¹


snow_acc
Snow accumulation
mm day⁻¹


snow_melt
Snow melt
mm day⁻¹


swe
Snow water equivalent (snowpack storage)
mm


Ei
Interception evaporation
mm day⁻¹


Es
Soil evaporation
mm day⁻¹


r_soil
Soil recharge
mm day⁻¹


r_gw
Groundwater recharge
mm day⁻¹


runoff_surface
Surface runoff
mm day⁻¹


baseflow
Baseflow
mm day⁻¹


runoff_total
Total runoff (surface runoff + baseflow)
mm day⁻¹


SM
Soil moisture storage
mm


sm_max
Maximum soil moisture capacity
mm


GW
Groundwater storage
mm


tws
Total water storage (all pools)
mm


fapar
Fraction of absorbed photosynthetically active radiation
-




 


 

Purpose and usage

These files support evaluation of H2CM’s ability to predict carbon and water fluxes under a cross‑validation framework. By providing ten independent model realizations—each omitting one fold of training data—users can:





Assess spatial and temporal uncertainties in both carbon and hydrological estimates




Reproduce key results on model performance in tropical, arid, and temperate regions




Integrate these outputs into further analyses of terrestrial ecosystem responses to climate variability



Users may load any single fold for standalone analysis or combine multiple folds to derive ensemble means, confidence intervals, and sensitivity metrics.

Additional information

If you encounter any issues, have questions about how to load or interpret the data, or would like access to additional variables or alternative aggregations that aren’t included here, please don’t hesitate to get in touch. We’re always happy to help troubleshoot, share more detailed outputs, or discuss how best to integrate these model results into your research.
DOI: 10.5281/zenodo.16572165
title: H2CM - daily simulations

description: Dataset overview

This archive contains the daily, global output of our Hybrid Hydrological Carbon‑Cycle Model (H2CM) from a 10‑fold cross‑validation experiment. Each of the ten NetCDF files corresponds to one held‑out fold and provides model predictions on a regular 1°×1° latitude–longitude grid for the period 1 January 2001 through 31 December 2019.

Spatial and temporal resolution





Spatial grid: 180 latitudes (from 89.5° N to 89.5° S) × 360 longitudes (from 179.5° W to 179.5° E)




Temporal resolution: daily time steps (6939 days total)



Variables and units






Variable
Description
Units




gpp
Gross primary productivity
g C m⁻² day⁻¹


npp
Net primary productivity
g C m⁻² day⁻¹


nee
Net ecosystem exchange (gpp – ter)
g C m⁻² day⁻¹


Ra
Autotrophic respiration
g C m⁻² day⁻¹


Rh
Heterotrophic respiration
g C m⁻² day⁻¹


prec_actual
Predicted actual precipitation
mm day⁻¹


T
Transpiration
mm day⁻¹


ET
Evapotranspiration
mm day⁻¹


snow_acc
Snow accumulation
mm day⁻¹


snow_melt
Snow melt
mm day⁻¹


swe
Snow water equivalent (snowpack storage)
mm


Ei
Interception evaporation
mm day⁻¹


Es
Soil evaporation
mm day⁻¹


r_soil
Soil recharge
mm day⁻¹


r_gw
Groundwater recharge
mm day⁻¹


runoff_surface
Surface runoff
mm day⁻¹


baseflow
Baseflow
mm day⁻¹


runoff_total
Total runoff (surface runoff + baseflow)
mm day⁻¹


SM
Soil moisture storage
mm


sm_max
Maximum soil moisture capacity
mm


GW
Groundwater storage
mm


tws
Total water storage (all pools)
mm


fapar
Fraction of absorbed photosynthetically active radiation
-




 


 

Purpose and usage

These files support evaluation of H2CM’s ability to predict carbon and water fluxes under a cross‑validation framework. By providing ten independent model realizations—each omitting one fold of training data—users can:





Assess spatial and temporal uncertainties in both carbon and hydrological estimates




Reproduce key results on model performance in tropical, arid, and temperate regions




Integrate these outputs into further analyses of terrestrial ecosystem responses to climate variability



Users may load any single fold for standalone analysis or combine multiple folds to derive ensemble means, confidence intervals, and sensitivity metrics.

Additional information

If you encounter any issues, have questions about how to load or interpret the data, or would like access to additional variables or alternative aggregations that aren’t included here, please don’t hesitate to get in touch. We’re always happy to help troubleshoot, share more detailed outputs, or discuss how best to integrate these model results into your research.
DOI: 10.5285/71594a494413446bbfe4583be97fe41b
title: ICECAPS-MELT: Snow specific surface area from two 1-m snow profiles in SW Greenland (May 2024)

description: Snow specific surface area (SSA, m2/m3) was measured using an active near-infrared sensor (FPGA Company Infrasnow) from two 1-m deep snow profiles from southwest Greenland (Camp Raven, 66.48 N, 46.30 W, 2331 m asl) during Spring 2024. The snow SSA measurements were made adjacent to an autonomous atmospheric and glaciological platform (the SLEIGH) as part of the ICECAPS-MELT (Integrated Characterization of Energy, Clouds, Atmospheric state, and Precipitation - MEasurements along Lagrangian Transects) experiment.

This work was US-led, US-UK collaboration co-funded by the US National Science Foundation and the UK National Environment Research Council.
DOI: 10.15468/dl.m3r72m
title: Occurrence Download

description: A dataset containing 1893942 records in GBIF matching the query:
SELECT kingdom, phylum, class, "order", genus, species, taxonRank, scientificName, speciesKey, eventdate, "year", decimalLongitude, decimalLatitude
FROM occurrence
WHERE hasCoordinate = TRUE
 AND decimalLongitude &gt; 14.16751398 AND decimalLongitude &lt; 14.55440852
 AND decimalLatitude &gt; 47.67898893 AND decimalLatitude &lt; 47.85659594
 AND BasisOfRecord = 'HUMAN_OBSERVATION'


 The dataset's 1893942 records were derived from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007221-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18459598
title: THE INTERNET AND ITS FEATURES

description: right from the internet in the development of Informatics Science in the article the basics of use are described. Methods of using the internet, understanding and information on ways to form knowledgeю
DOI: 10.5281/zenodo.18459599
title: THE INTERNET AND ITS FEATURES

description: right from the internet in the development of Informatics Science in the article the basics of use are described. Methods of using the internet, understanding and information on ways to form knowledgeю
DOI: 10.15468/dl.uzvnrp
title: Occurrence Download

description: A dataset containing 8884 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aconitum napellus, Aconitum napellus, Aconitum napellus, Aconitum napellus, Aconitum napellus)",
 "Year is greater than or equal to 1900",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 8884 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007245-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/9vpeei
title: Data of "Microstructural compositional and textural inherance in deformed mafic amphibolites"

description: This DATASET contains the raw mineral compositional maps (for major elements Si, Ti, Al, Fe, Mg, Mn, Ca, Na, K), the EBSD maps obtained for amphibolites of Hokkaido and the input files for thermodynamic modelling
DOI: 10.6084/m9.figshare.31231507
title: Dados da pesquisa "<b>Fatores associados às reações adversas a medicamentos em pessoas idosas comunitárias</b>"

description: Objetivo: Avaliar os fatores associados às reações adversas a medicamentos (RAM) em pessoas idosas no contexto da Atenção Primária à Saúde (APS). Método: Estudo epidemiológico, transversal e analítico, realizado em Unidades Básicas de Saúde dos municípios de Caicó e Currais Novos, Rio Grande do Norte, Brasil. Foram investigadas variáveis sociodemográficas, hábitos comportamentais, presença de comorbidades, uso de medicamentos, percepção de saúde, ocorrência de reações adversas aos medicamentos. As variáveis de exposição foram: polifarmácia (uso de cinco ou mais medicamentos), uso de medicamentos potencialmente inapropriados; a variável de desfecho foi ocorrência de reações adversas potencialmente ameaçadoras à vida ou incapacitantes (delirium, sedação, hemorragias gastrintestinais, quedas, fraturas). Para análise dos dados, foi empregada a estatística descritiva seguida de análise bivariada (Qui-quadrado) para investigar variáveis de associação e análise multivariada (regressão logística binária). Resultados: No total, 100 pessoas com 60 anos ou mais de idade foram incluídas no estudo. A polifarmácia foi identificada em 44% dos entrevistados, o uso e MPI em 28%, e 41% relataram alguma RAM, sendo a queda o evento adverso mais prevalente (26%). A análise bivariada associou RAM com comorbidade, polifarmácia e MPI (p &lt; 0,001). Na análise multivariada, a polifarmácia manteve-se como fator de risco independente associado (p &lt; 0,01) para RAM. Conclusão: A polifarmácia constitui o principal fator associado às RAM em pessoas idosas. O fortalecimento de práticas de prescrição racional, protocolos clínicos e a atuação interprofissional (médico-farmacêutico) são essenciais para mitigar riscos e garantir a segurança terapêutica na APS.