cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15253500
title: Data Set of thermal validation of the numerical model develpment with GeoMechanics/Igg_Hydrates simulator.

description: This dataset contains the thermal validation of the coupled thermo-fluid-chemical model developed by Prof. Zhang Zhaobin (available at https://gitee.com/geomech/hydrate). The validation is based on an experiment conducted by Y. Sun in 2023 as part of his dissertation work. The model was created using the 2022 version of the simulator, but it is adaptable to future versions.

The main objective of this work is to validate the model with experimental data that can reproduce heat transfer within a porous medium, providing insight into the accuracy of the model for simulating thermal processes under various conditions. The dataset includes data from the experiment used to verify the model's predictions, offering a comparison between simulated and experimental thermal behavior.

This work and its findings were presented in the publication https://doi.org/10.3390/en16135007.

Key Features of the Dataset:





Model Description: A coupled thermo-fluid-chemical model for simulating heat transfer in porous media, developed in Python.




Experimental Data: Temperature and condition data from the experiments conducted by Y. Sun (2023), stored in the files experiment.xlsx and 20220715氧化钙升温实验..xlsx.




Simulation Settings: The model was created with the 2022 version of the simulator but can be adapted for use with future versions (verification_temperatura.py). (repository available at https://github.com/Maryelin-31/thermal_validation)



Dataset Format: The data is provided in Excel (.xlsx) format, containing the experimental results with time-series temperature measurements and associated variables. The model's predictions can be compared with these experimental values for validation purposes.

This dataset is intended for researchers working on thermal validation and simulations of heat transfer in porous media, particularly those interested in coupled thermo-fluid-chemical models for subsurface applications.
DOI: 10.5281/zenodo.15253499
title: Data Set of thermal validation of the numerical model develpment with GeoMechanics/Igg_Hydrates simulator.

description: This dataset contains the thermal validation of the coupled thermo-fluid-chemical model developed by Prof. Zhang Zhaobin (available at https://gitee.com/geomech/hydrate). The validation is based on an experiment conducted by Y. Sun in 2023 as part of his dissertation work. The model was created using the 2022 version of the simulator, but it is adaptable to future versions.

The main objective of this work is to validate the model with experimental data that can reproduce heat transfer within a porous medium, providing insight into the accuracy of the model for simulating thermal processes under various conditions. The dataset includes data from the experiment used to verify the model's predictions, offering a comparison between simulated and experimental thermal behavior.

This work and its findings were presented in the publication https://doi.org/10.3390/en16135007.

Key Features of the Dataset:





Model Description: A coupled thermo-fluid-chemical model for simulating heat transfer in porous media, developed in Python.




Experimental Data: Temperature and condition data from the experiments conducted by Y. Sun (2023), stored in the files experiment.xlsx and 20220715氧化钙升温实验..xlsx.




Simulation Settings: The model was created with the 2022 version of the simulator but can be adapted for use with future versions (verification_temperatura.py). (repository available at https://github.com/Maryelin-31/thermal_validation)



Dataset Format: The data is provided in Excel (.xlsx) format, containing the experimental results with time-series temperature measurements and associated variables. The model's predictions can be compared with these experimental values for validation purposes.

This dataset is intended for researchers working on thermal validation and simulations of heat transfer in porous media, particularly those interested in coupled thermo-fluid-chemical models for subsurface applications.
DOI: 10.15468/dl.nh6xef
title: Occurrence Download

description: A dataset containing 8 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 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004474-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uduszo
title: Occurrence Download

description: A dataset containing 8 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 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004470-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.btkzsu
title: Occurrence Download

description: A dataset containing 8 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 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004472-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wtu53p
title: Occurrence Download

description: A dataset containing 431974 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Unknown evidence",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen"
 ]
 },
 "TaxonKey is Acer pseudoplatanus L."
 ]
}

 The dataset includes 431974 records from 988 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031169-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.igf528
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "TaxonKey is Roscoea Sm.",
 "Geometry POLYGON((-180 -82,-180 82,180 82,180 -82,-180 -82))"
 ]
}

 The dataset includes 124 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000363-140228234347636/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktyazx
title: Occurrence Download

description: A dataset containing 8 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 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004471-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.owvc2v
title: Occurrence Download

description: A dataset containing 367 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is 8167bb10-9d74-4d70-afea-778b87720307"
 ]
}

 The dataset includes 367 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004473-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zbvdyj
title: Occurrence Download

description: A dataset containing 8 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 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004478-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f8glcy
title: Occurrence Download

description: A dataset containing 8 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 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004477-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ijywet
title: Occurrence Download

description: A dataset containing 8 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 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004480-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2mhmld
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is df42f5ff-36b0-43a6-a19b-389616ba6e28"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004480-150528172251762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3sn8xi
title: Occurrence Download

description: A dataset containing 8 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 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004479-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rwkcnq
title: Occurrence Download

description: A dataset containing 8 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 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004487-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3pf1zl
title: Occurrence Download

description: A dataset containing 8 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 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004483-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rggfy1
title: Occurrence Download

description: A dataset containing 648613077 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 648613077 records from 13714 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004483-160509122628363/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ta0hhe
title: Occurrence Download

description: A dataset containing 8 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 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040595-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.89zpqe
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aves, Mammalia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((11.3431 47.2451,11.4638 47.2451,11.4638 47.2919,11.3431 47.2919,11.3431 47.2451))",
 "Geometry POLYGON((12.9644 47.7608,13.0922 47.7608,13.0922 47.8453,12.9644 47.8453,12.9644 47.7608))",
 "Geometry POLYGON((14.2284 48.2217,14.3669 48.2217,14.3669 48.3443,14.2284 48.3443,14.2284 48.2217))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0245783-200613084148143/datasets/export for details.
DOI: 10.15468/dl.aafhee
title: Occurrence Download

description: A dataset containing 8 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 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040580-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7gzdk9
title: Occurrence Download

description: A dataset containing 103365554 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 103365554 records from 11672 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0245795-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5rfswv
title: Occurrence Download

description: A dataset containing 0 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)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Saurida longimanus"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002491-260225131425191/datasets/export for details.
DOI: 10.5281/zenodo.18230956
title: Non-stationary multivariate bias-corrected CMIP6 climate projections of daily precipitation and temperature over India [Part2: Mean Temperature Data]

description: We employed R2D2, a multivariate bias-correction technique, to develop a dependence-preserved daily bias-corrected dataset of precipitation (P) and temperature (mean, maximum, and minimum) at 0.25° spatial resolution over India. The dataset spans the historical period (1951–2014) and future projections (2015–2100) under four Shared Socioeconomic Pathway (SSP) scenarios: SSP1-2.6, SSP2-4.5, SSP3-7.0, and SSP5-8.5, using outputs from 13 CMIP6 Global Climate Models (GCMs).

The India Meteorological Department (IMD) gridded dataset at 0.25° resolution for precipitation and temperature (mean, maximum, and minimum) was used as the reference observational dataset for implementing the multivariate bias correction.

The bias-corrected dataset was rigorously evaluated against observations using multivariate statistical metrics that capture dependence structures, including Pearson correlation, Kendall’s tau, the Clausius–Clapeyron (CC) relationship, and the representation of compound dry and hot extreme events involving precipitation and temperature (Tmax, Tmin, and Tmean). These evaluations ensure the reliability and quality of the bias-corrected dataset.

The dataset has broad applicability for climate impact and future projection studies, particularly for research focused on precipitation–temperature dependence, compound extreme events, hydrological modelling, and drought assessment.

The complete dataset is divided into four parts, with each part containing the bias-corrected data for an individual variable. Part-2 includes the bias-corrected mean temperature dataset, provided in NetCDF (.nc) format. This part consists of five compressed files to reduce storage requirements: one historical dataset (Pr_historical.zip) and four future scenario datasets (Pr_SSP126.zip, Pr_SSP245.zip, Pr_SSP370.zip, and Pr_SSP585.zip).

Each compressed file contains the bias-corrected NetCDF datasets from 13 CMIP6 GCMs, namely ACCESS-CM2, ACCESS-ESM1-5, BCC-CSM2-MR, CanESM5, EC-Earth3, EC-Earth3-Veg, INM-CM4-8, INM-CM5-0, MPI-ESM1-2-HR, MPI-ESM1-2-LR, MRI-ESM2-0, NorESM2-LM, and NorESM2-MM.
DOI: 10.5281/zenodo.18230957
title: Non-stationary multivariate bias-corrected CMIP6 climate projections of daily precipitation and temperature over India [Part2: Mean Temperature Data]

description: We employed R2D2, a multivariate bias-correction technique, to develop a dependence-preserved daily bias-corrected dataset of precipitation (P) and temperature (mean, maximum, and minimum) at 0.25° spatial resolution over India. The dataset spans the historical period (1951–2014) and future projections (2015–2100) under four Shared Socioeconomic Pathway (SSP) scenarios: SSP1-2.6, SSP2-4.5, SSP3-7.0, and SSP5-8.5, using outputs from 13 CMIP6 Global Climate Models (GCMs).

The India Meteorological Department (IMD) gridded dataset at 0.25° resolution for precipitation and temperature (mean, maximum, and minimum) was used as the reference observational dataset for implementing the multivariate bias correction.

The bias-corrected dataset was rigorously evaluated against observations using multivariate statistical metrics that capture dependence structures, including Pearson correlation, Kendall’s tau, the Clausius–Clapeyron (CC) relationship, and the representation of compound dry and hot extreme events involving precipitation and temperature (Tmax, Tmin, and Tmean). These evaluations ensure the reliability and quality of the bias-corrected dataset.

The dataset has broad applicability for climate impact and future projection studies, particularly for research focused on precipitation–temperature dependence, compound extreme events, hydrological modelling, and drought assessment.

The complete dataset is divided into four parts, with each part containing the bias-corrected data for an individual variable. Part-2 includes the bias-corrected mean temperature dataset, provided in NetCDF (.nc) format. This part consists of five compressed files to reduce storage requirements: one historical dataset (Pr_historical.zip) and four future scenario datasets (Pr_SSP126.zip, Pr_SSP245.zip, Pr_SSP370.zip, and Pr_SSP585.zip).

Each compressed file contains the bias-corrected NetCDF datasets from 13 CMIP6 GCMs, namely ACCESS-CM2, ACCESS-ESM1-5, BCC-CSM2-MR, CanESM5, EC-Earth3, EC-Earth3-Veg, INM-CM4-8, INM-CM5-0, MPI-ESM1-2-HR, MPI-ESM1-2-LR, MRI-ESM2-0, NorESM2-LM, and NorESM2-MM.
DOI: 10.6084/m9.figshare.31419047
title: Three Near telomere-to-telomere Genomes for Gardenia jasminoides

description: This project provides the structural annotation files in General Feature Format version 3 (GFF3) for the three near telomere-to-telomere (T2T) chromosome-level genome assemblies of <i>Gardenia jasminoides</i>.
DOI: 10.6084/m9.figshare.31419047.v1
title: Three Near telomere-to-telomere Genomes for Gardenia jasminoides

description: This project provides the structural annotation files in General Feature Format version 3 (GFF3) for the three near telomere-to-telomere (T2T) chromosome-level genome assemblies of <i>Gardenia jasminoides</i>.
DOI: 10.15468/dl.qwydcj
title: Occurrence Download

description: A dataset containing 266 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)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Ostorhinchus nigrofasciatus"
 ]
}

 The dataset includes 266 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002494-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2nf86f
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uzbekistan",
 "TaxonKey is Ruppiaceae"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002495-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xkautj
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Impatiens scapiflora"
 ]
}

 The dataset includes 103 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002493-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w8ng9e
title: Occurrence Download

description: A dataset containing 191 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uzbekistan",
 "TaxonKey is Colchicaceae"
 ]
}

 The dataset includes 191 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002497-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8tz8p4
title: Occurrence Download

description: A dataset containing 82 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)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Ostorhinchus aureus"
 ]
}

 The dataset includes 82 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002498-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.