cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17957634
title: Hurricane Ian Storm Surge Modeling Dataset: Wind Forcing Comparison and Hydrodynamic Simulations

description: Supplementary Datasets for manuscript: "Accurate hurricane wind structure reduces bias in coastal flood and damage estimates"

1. Wind Speed Error Analysis Dataset (wind_speed_errors.zip)

This dataset contains a comprehensive analysis of wind speed prediction errors across 12 major historical hurricane events, comparing observed wind speeds at NOAA gauge locations with model estimates from two atmospheric forcing datasets: ERA5 reanalysis and GAHM parametric model. The compressed archive includes CSV files with error metrics and gauge location data, a Python script for error calculation and visualization, and best track files for all 12 hurricane events used in the analysis. 

2. Wind Forcing Datasets (Wind_Forcing_Datasets.zip)

This dataset contains atmospheric forcing data for Hurricane Ian (2022) in WRF (Weather Research and Forecasting) format, representing the various wind field datasets used to drive the FVCOM hydrodynamic simulations. The archive includes wind forcing data from multiple atmospheric sources: ERA5 reanalysis, GAHM parametric model, CFSR reanalysis, and Holland (2010) parametric model. 

3. Modified GAHM Wind Forcing Dataset (GAHM_IAN_2022_modified_wind.zip)

This dataset contains modified wind forcing fields for Hurricane Ian (2022) constructed from best track data using the GAHM parametric model. The archive includes four distinct wind field scenarios: two files with wind intensity modified by 25% and 50% respectively, and two files with radius of maximum wind (Rmax) modified by 25% and 50% respectively (the baseline GAHM wind field is provided separately in the Wind_Forcing_Datasets.zip archive). 

4. Maximum Water Surface Elevation from Hurricane Ian FVCOM Simulations (max_eta_all_models.nc)

This dataset contains maximum water surface elevation (eta) values from FVCOM (Finite Volume Community Ocean Model) simulations of Hurricane Ian's impact on the west coast of Florida. The netCDF file includes maximum water levels computed across six different wind forcing models: Holland (2010), GAHM, CFSR, ERA5, ERA5-OWI, and ERA5-OWI r25. Each model represents different atmospheric forcing datasets applied to the same FVCOM mesh. The dataset is provided on an unstructured triangular grid and includes supplementary grid information (longitude, latitude, and bathymetric depth) for each computational node.
DOI: 10.5281/zenodo.17957635
title: Hurricane Ian Storm Surge Modeling Dataset: Wind Forcing Comparison and Hydrodynamic Simulations

description: Supplementary Datasets for manuscript: "Accurate hurricane wind structure reduces bias in coastal flood and damage estimates"

1. Wind Speed Error Analysis Dataset (wind_speed_errors.zip)

This dataset contains a comprehensive analysis of wind speed prediction errors across 12 major historical hurricane events, comparing observed wind speeds at NOAA gauge locations with model estimates from two atmospheric forcing datasets: ERA5 reanalysis and GAHM parametric model. The compressed archive includes CSV files with error metrics and gauge location data, a Python script for error calculation and visualization, and best track files for all 12 hurricane events used in the analysis. 

2. Wind Forcing Datasets (Wind_Forcing_Datasets.zip)

This dataset contains atmospheric forcing data for Hurricane Ian (2022) in WRF (Weather Research and Forecasting) format, representing the various wind field datasets used to drive the FVCOM hydrodynamic simulations. The archive includes wind forcing data from multiple atmospheric sources: ERA5 reanalysis, GAHM parametric model, CFSR reanalysis, and Holland (2010) parametric model. 

3. Modified GAHM Wind Forcing Dataset (GAHM_IAN_2022_modified_wind.zip)

This dataset contains modified wind forcing fields for Hurricane Ian (2022) constructed from best track data using the GAHM parametric model. The archive includes four distinct wind field scenarios: two files with wind intensity modified by 25% and 50% respectively, and two files with radius of maximum wind (Rmax) modified by 25% and 50% respectively (the baseline GAHM wind field is provided separately in the Wind_Forcing_Datasets.zip archive). 

4. Maximum Water Surface Elevation from Hurricane Ian FVCOM Simulations (max_eta_all_models.nc)

This dataset contains maximum water surface elevation (eta) values from FVCOM (Finite Volume Community Ocean Model) simulations of Hurricane Ian's impact on the west coast of Florida. The netCDF file includes maximum water levels computed across six different wind forcing models: Holland (2010), GAHM, CFSR, ERA5, ERA5-OWI, and ERA5-OWI r25. Each model represents different atmospheric forcing datasets applied to the same FVCOM mesh. The dataset is provided on an unstructured triangular grid and includes supplementary grid information (longitude, latitude, and bathymetric depth) for each computational node.
DOI: 10.15468/dl.w6wcty
title: Occurrence Download

description: A dataset containing 64408 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cariama cristata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-180 -90, 180 -90, 180 90, -180 90, -180 -90))"
 ]
}

 The dataset includes 64408 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013432-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18259154
title: seismic and rainfall  data in Juemo village Sichuan province
DOI: 10.5281/zenodo.18259155
title: seismic and rainfall  data in Juemo village Sichuan province
DOI: 10.57967/hf/7547
title: TypeCare-Datasets
DOI: 10.71726/qln78na5
title: Lower Swan Canning Estuary to Upper Swan Estuary Water Quality Monitoring 2023-24

description: The Department of Biodiversity, Conservation and Attractions (DBCA) conducts routine monitoring of water quality in the Swan Canning Estuary. Data collected through the monitoring program is used to inform management of the river system by DBCA.

Data produced through the monitoring program provides essential information to assess system response to management actions and to report against estuary water quality targets, and phytoplankton trigger levels. Data produced have also been utilised in numerous investigations conducted by both government agencies and tertiary institutions, including modelling, that contribute to our understanding of estuary condition and response and that evaluate potential impacts on the system into the future.

Data collected is stored in the Water Information Network (WIN) database maintained by the Department of Water and Environmental Regulation (DWER) and is made publicly available via the Water Information Reporting (WIR) portal.
DOI: 10.15468/dl.f6tyz8
title: Occurrence Download

description: A dataset containing 1390 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Taiwania cryptomerioides"
 ]
}

 The dataset includes 1390 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013454-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mcpf2c
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Psittacula krameri",
 "Country is Seychelles",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013455-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.enbxjj
title: Occurrence Download

description: A dataset containing 81258 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Psittacula krameri",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 81258 records from 1004 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013443-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.banahr
title: Occurrence Download

description: A dataset containing 5612 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Nepeta cataria",
 "HasCoordinate is true",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 5612 records from 351 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013456-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3q3ah5
title: Occurrence Download

description: A dataset containing 133489 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Berberis vulgaris L."
 ]
}

 The dataset includes 133489 records from 909 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011631-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3trmcy
title: Occurrence Download

description: A dataset containing 36096 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-105.4188 20.99913, -105.2688 20.99913, -105.2688 21.14913, -105.4188 21.14913, -105.4188 20.99913))"
 ]
}

 The dataset includes 36096 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040476-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3fe5ud
title: Occurrence Download

description: A dataset listing the 240 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((176.36832 -38.03774,176.37938 -38.03656,176.39225 -38.03319,176.40189 -38.02875,176.40763 -38.025,176.4127 -38.02069,176.41701 -38.01589,176.4219 -38.00796,176.42715 -37.99475,176.42881 -37.98901,176.4296 -37.98061,176.42933 -37.97473,176.42701 -37.9653,176.42629 -37.95354,176.42457 -37.94781,176.42192 -37.94231,176.41665 -37.93505,176.39772 -37.91386,176.39299 -37.90932,176.38754 -37.90531,176.38149 -37.9019,176.37148 -37.89802,176.36436 -37.89633,176.35703 -37.89539,176.3496 -37.89522,176.34221 -37.89581,176.33498 -37.89717,176.32803 -37.89926,176.32148 -37.90205,176.31169 -37.90812,176.30651 -37.91252,176.29842 -37.92123,176.28756 -37.93477,176.28447 -37.9402,176.28233 -37.94584,176.28113 -37.95166,176.28136 -37.96898,176.28262 -37.97494,176.28486 -37.9807,176.29027 -37.98946,176.29723 -37.99726,176.30331 -38.00226,176.3224 -38.02142,176.33031 -38.02764,176.33638 -38.03106,176.3464 -38.03494,176.35353 -38.03663,176.36088 -38.03757,176.36832 -38.03774))",
 "Geometry POLYGON((176.27784 -37.9864,176.29944 -37.98237,176.32541 -37.96853,176.34382 -37.9529,176.34872 -37.94497,176.35204 -37.93352,176.3515 -37.92177,176.34715 -37.91054,176.33682 -37.89837,176.32412 -37.89016,176.29866 -37.87952,176.28421 -37.87688,176.2596 -37.87577,176.23482 -37.87937,176.22097 -37.8844,176.21171 -37.89008,176.20232 -37.89918,176.19741 -37.9071,176.19406 -37.91855,176.19457 -37.9303,176.20606 -37.95346,176.21736 -37.96508,176.24684 -37.98013,176.26306 -37.98528,176.27784 -37.9864))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Arachnida, Onychophora, Diplopoda, Insecta, Rhytididae, Athoracophoridae, Chilopoda)"
 ]
}

 The dataset's 240 records were derived from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040462-251025141854904/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.30081886.v1
title: <b>Non-neglectable</b><b> chemoautotrophic carbon fixation in thermokarst lakes on the Tibetan Plateau</b>

description: In this study, we identified chemoautotrophic carbon fixation in thermokarst lakes by collecting water samples along a ~1,100-km permafrost transect on the Tibetan Plateau. Based on biodegradable DOC incubation and <sup>14</sup>C-labeling bicarbonate (NaH<sup>14</sup>CO<sub>3</sub>) assimilation experiment, we examined the DOC dynamics in thermokarst lakes and explored the potential drivers using quantitative PCR (qPCR), high-throughput sequencing, metagenomics and physicochemical analyses.
DOI: 10.15468/dl.qhyfff
title: Occurrence Download

description: A dataset containing 6874 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pongo pygmaeus"
 ]
}

 The dataset includes 6874 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040477-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jr3wfh
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Perichaeta morrisi"
 ]
}

 The dataset includes 94 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040478-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ddphpx
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hippoglossoides platessoides",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1850",
 "Year is less than or equal to 1859"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040479-251025141854904/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/13772279
title: Egypt Gold Prices | Daily Updated
DOI: 10.34740/kaggle/dsv/13772271
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.yv9dtg
title: Occurrence Download

description: A dataset containing 133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Perichaeta hupeiensis"
 ]
}

 The dataset includes 133 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040481-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zea62g
title: Occurrence Download

description: A dataset containing 23767 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-105.2688 20.99913, -105.1188 20.99913, -105.1188 21.14913, -105.2688 21.14913, -105.2688 20.99913))"
 ]
}

 The dataset includes 23767 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040482-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.asnzfj
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Perichaeta birmanica"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040483-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.45yc46
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hippoglossoides platessoides",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1860",
 "Year is less than or equal to 1869"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040484-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.va3x4e
title: Occurrence Download

description: A dataset containing 2277 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nasalis larvatus"
 ]
}

 The dataset includes 2277 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040485-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17632630
title: The original annotations
DOI: 10.5281/zenodo.17632631
title: The original annotations
DOI: 10.15468/dl.hwwjvn
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-107.3688 21.14913, -107.2188 21.14913, -107.2188 21.29913, -107.3688 21.29913, -107.3688 21.14913))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040486-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ewjxud
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hippoglossoides platessoides",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1870",
 "Year is less than or equal to 1879"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040488-251025141854904/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.30644263
title: Renal function and cognitive performance in older adults: a NHANES-based mediation analysis of methylmalonic acid as a marker of mitochondrial dysfunction

description: Chronic kidney disease (CKD) is associated with cognitive impairment in older adults. Mitochondrial dysfunction (MD) is a key contributor to aging-related diseases, yet its potential role in mediating the relationship between renal function and cognitive function (CF) remains unclear. Therefore, we aimed to examine this association in older adults and to evaluate the mediating effect of MD. Our study analyzed data from the 2011–2014 National Health and Nutrition Examination Survey, including participants aged ≥60. CF was assessed using the Animal Fluency Test (AFT), the Consortium to Establish a Registry for Alzheimer’s Disease (CERAD) Word Learning Test, and the Digit Symbol Substitution Test (DSST). Multivariate linear regression models were used to explore the relationships between renal function and CF, CKD, and methylmalonic acid (MMA) levels, and CF. Mediation analysis was conducted to assess the role of MD, as reflected by serum MMA levels, in the link between renal function and cognitive impairment. A total of 2,437 participants aged ≥60 were included. Regression analysis showed a significant positive association between renal function and CF (β = 0.018, 95%CI: 0.013–0.024, <i>p</i> &lt; 0.001). After adjusting for potential confounders, MMA levels mediated 13.33% of the relationship between renal function and CF. The indirect effect of renal function on CF <i>via</i> MMA was significant (β = 0.000949, 95%CI: 0.000419–0.002463, <i>p</i> = 0.002), as was the direct effect (β = 0.006165, 95%CI: 0.000271–0.010456, <i>p</i> = 0.034). This study identifies a potential link between CKD and CF in older US adults. MD, assessed by serum MMA levels, may partially mediate this relationship, with MMA potentially serving as a biomarker for cognitive impairment.
DOI: 10.6084/m9.figshare.30644263.v1
title: Renal function and cognitive performance in older adults: a NHANES-based mediation analysis of methylmalonic acid as a marker of mitochondrial dysfunction

description: Chronic kidney disease (CKD) is associated with cognitive impairment in older adults. Mitochondrial dysfunction (MD) is a key contributor to aging-related diseases, yet its potential role in mediating the relationship between renal function and cognitive function (CF) remains unclear. Therefore, we aimed to examine this association in older adults and to evaluate the mediating effect of MD. Our study analyzed data from the 2011–2014 National Health and Nutrition Examination Survey, including participants aged ≥60. CF was assessed using the Animal Fluency Test (AFT), the Consortium to Establish a Registry for Alzheimer’s Disease (CERAD) Word Learning Test, and the Digit Symbol Substitution Test (DSST). Multivariate linear regression models were used to explore the relationships between renal function and CF, CKD, and methylmalonic acid (MMA) levels, and CF. Mediation analysis was conducted to assess the role of MD, as reflected by serum MMA levels, in the link between renal function and cognitive impairment. A total of 2,437 participants aged ≥60 were included. Regression analysis showed a significant positive association between renal function and CF (β = 0.018, 95%CI: 0.013–0.024, <i>p</i> &lt; 0.001). After adjusting for potential confounders, MMA levels mediated 13.33% of the relationship between renal function and CF. The indirect effect of renal function on CF <i>via</i> MMA was significant (β = 0.000949, 95%CI: 0.000419–0.002463, <i>p</i> = 0.002), as was the direct effect (β = 0.006165, 95%CI: 0.000271–0.010456, <i>p</i> = 0.034). This study identifies a potential link between CKD and CF in older US adults. MD, assessed by serum MMA levels, may partially mediate this relationship, with MMA potentially serving as a biomarker for cognitive impairment.