cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15368766
title: Supplement to "Evaluating Discharge Estimates from Passive Microwave Radiometry vs. Stage-Based Rating: Bucao River, Philippines"

description: This deposit contains the code and data used in "Evaluating Discharge Estimates from Passive Microwave Radiometry vs. Stage-Based Rating for the Bucao River (Zambales)," which has been submitted for peer review. 



250509_Bco_Q.R is the R script used for formal analysis. It also contains the code to reproduce the figures in the manuscript. Comments are provided to guide the user. Please change the directory path names as needed. Please also download and install the required libraries.

Bco_CSVs is a directory containing the files used as inputs to the above R code.



Bco_DPWH_in is a subdirectory containing Bucao_dpwh.csv. This file is the benchmark discharge data for the Bucao River from the Department of Public Works and Highways (DPWH); you may also access the same statio data (code R03.005) from the DPWH Streamflow Management System: https://apps.dpwh.gov.ph/streams_public/station_public.aspx. The CSV file has the following attributes: "YEAR", "DAY", and months ("JAN" through "DEC"). Discharge units are in lps. 

RiverWatch_PH - DFO-RW_v4.5.csv contains the discharge estimates for different Philippine satellite gauging reaches (SGRs) from the Dartmouth Flood Observatory's River Watch (DFO-RW) v4.5. It has the following attributes: "SGR"; "Date"; "Q_cms" is discharge in m³/s; "m" is the slope of the rating curve equation used; "b" is the intercept of the rating curve equation; and "HR" is the remote sensing signal (referred to in the manuscript as "M/C ratio"; it is dimensionless). 

Bco_chirps_points_loc.csv contains the locations of the equidistant grid points used to sample and derive (by inverse distance weighting) the catchment-averaged rainfall estimates from the Climate Hazards Group InfraRed Precipitation with Station (CHIRPS) data for the 2003–2006 and 2007–2010 subperiods (data fetched from the ClimateSERV server). It has the following attributes: "fid" is the index; "HubDist" is the distant of the point to the Bucao Watershed's centroid; "Bco_chirps_points_xcoord" is the longitude; and "Bco_chirps_points_ycoord" is the latitude. 

S2216_dforw_Q.csv contains the discharge estimates from DFO-RW v1.0 for the Bucao River (ID: 2216 for "Pinatubo River North" in the DFO-RW v1.0 SGR list). It has the following attributes: "Date" and "Q_cms" (discharge in m³/s). 




Please don't hesitate to reach out to RCC at rccornelio@up.edu.ph for any clarifications. Depending on the peer review, this deposit may be updated.
DOI: 10.5281/zenodo.15368767
title: Supplement to "Evaluating Discharge Estimates from Passive Microwave Radiometry vs. Stage-Based Rating: Bucao River, Philippines"

description: This deposit contains the code and data used in "Evaluating Discharge Estimates from Passive Microwave Radiometry vs. Stage-Based Rating for the Bucao River (Zambales)," which has been submitted for peer review. 



250509_Bco_Q.R is the R script used for formal analysis. It also contains the code to reproduce the figures in the manuscript. Comments are provided to guide the user. Please change the directory path names as needed. Please also download and install the required libraries.

Bco_CSVs is a directory containing the files used as inputs to the above R code.



Bco_DPWH_in is a subdirectory containing Bucao_dpwh.csv. This file is the benchmark discharge data for the Bucao River from the Department of Public Works and Highways (DPWH); you may also access the same statio data (code R03.005) from the DPWH Streamflow Management System: https://apps.dpwh.gov.ph/streams_public/station_public.aspx. The CSV file has the following attributes: "YEAR", "DAY", and months ("JAN" through "DEC"). Discharge units are in lps. 

RiverWatch_PH - DFO-RW_v4.5.csv contains the discharge estimates for different Philippine satellite gauging reaches (SGRs) from the Dartmouth Flood Observatory's River Watch (DFO-RW) v4.5. It has the following attributes: "SGR"; "Date"; "Q_cms" is discharge in m³/s; "m" is the slope of the rating curve equation used; "b" is the intercept of the rating curve equation; and "HR" is the remote sensing signal (referred to in the manuscript as "M/C ratio"; it is dimensionless). 

Bco_chirps_points_loc.csv contains the locations of the equidistant grid points used to sample and derive (by inverse distance weighting) the catchment-averaged rainfall estimates from the Climate Hazards Group InfraRed Precipitation with Station (CHIRPS) data for the 2003–2006 and 2007–2010 subperiods (data fetched from the ClimateSERV server). It has the following attributes: "fid" is the index; "HubDist" is the distant of the point to the Bucao Watershed's centroid; "Bco_chirps_points_xcoord" is the longitude; and "Bco_chirps_points_ycoord" is the latitude. 

S2216_dforw_Q.csv contains the discharge estimates from DFO-RW v1.0 for the Bucao River (ID: 2216 for "Pinatubo River North" in the DFO-RW v1.0 SGR list). It has the following attributes: "Date" and "Q_cms" (discharge in m³/s). 




Please don't hesitate to reach out to RCC at rccornelio@up.edu.ph for any clarifications. Depending on the peer review, this deposit may be updated.
DOI: 10.15468/dl.zj8a8v
title: Occurrence Download

description: A dataset containing 7289 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aphelocoma ultramarina"
 ]
}

 The dataset includes 7289 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031163-250811113504898/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.29966039.v1
title: Copy of MDA DATASET-Filled WR 20.12.2024.xlsx

description: This study explores how Rwanda is working to sustainably finance healthcare services for two neglected tropical diseases—soil-transmitted helminths (STH) and schistosomiasis (SCH)—as international aid for such diseases declines. The research surveyed 235 patients across 24 health centers in districts most affected by these conditions, focusing on how accessible, affordable, and well-utilized these services are under Rwanda’s domestic health financing mechanisms.Key findings show that while basic medications like mebendazole are widely available, others like praziquantel face frequent stockouts due to delayed reimbursements from the CBHI to clinics. Women experience longer travel and waiting times, resulting in higher opportunity costs than men. Yet, out-of-pocket expenses remain low—under USD 1 per visit—suggesting minimal financial risk to patients across income brackets.Patients rated the quality and acceptability of services highly, though most facilities lacked NTD treatment protocols. The study underscores how domestic efforts—such as budget allocations and health insurance coverage—have helped improve access. However, it stresses the need to streamline reimbursement processes and strengthen supply chains to avoid disruptions in drug availability. The findings provide valuable insight for policymakers aiming to reduce dependency on external funding while enhancing equitable access to NTD care.
DOI: 10.6084/m9.figshare.29966039
title: Copy of MDA DATASET-Filled WR 20.12.2024.xlsx

description: This study explores how Rwanda is working to sustainably finance healthcare services for two neglected tropical diseases—soil-transmitted helminths (STH) and schistosomiasis (SCH)—as international aid for such diseases declines. The research surveyed 235 patients across 24 health centers in districts most affected by these conditions, focusing on how accessible, affordable, and well-utilized these services are under Rwanda’s domestic health financing mechanisms.Key findings show that while basic medications like mebendazole are widely available, others like praziquantel face frequent stockouts due to delayed reimbursements from the CBHI to clinics. Women experience longer travel and waiting times, resulting in higher opportunity costs than men. Yet, out-of-pocket expenses remain low—under USD 1 per visit—suggesting minimal financial risk to patients across income brackets.Patients rated the quality and acceptability of services highly, though most facilities lacked NTD treatment protocols. The study underscores how domestic efforts—such as budget allocations and health insurance coverage—have helped improve access. However, it stresses the need to streamline reimbursement processes and strengthen supply chains to avoid disruptions in drug availability. The findings provide valuable insight for policymakers aiming to reduce dependency on external funding while enhancing equitable access to NTD care.
DOI: 10.5281/zenodo.16925134
title: Global Sewage Pump Market 2025 To 2034

description: Sewage Pump Market Size, Trends and Insights By Material (Cast Iron, Stainless Steel, Plastic, Composite Materials), By Application (Residential, Commercial, Industrial), By Power (Electric, Hydraulic, Solar), By Flow Rate (Low Flow Rate, Medium Flow Rate, High Flow Rate), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

As per the Sewage Pump Market analysis conducted by the CMI Team, the global Sewage Pump Market is expected to record a CAGR of 6.5% from 2025 to 2034. In 2025, the market size is projected to reach a valuation of USD 14.5 Billion. By 2034, the valuation is anticipated to reach USD 24.5 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=72625
DOI: 10.5281/zenodo.16925133
title: Global Sewage Pump Market 2025 To 2034

description: Sewage Pump Market Size, Trends and Insights By Material (Cast Iron, Stainless Steel, Plastic, Composite Materials), By Application (Residential, Commercial, Industrial), By Power (Electric, Hydraulic, Solar), By Flow Rate (Low Flow Rate, Medium Flow Rate, High Flow Rate), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

As per the Sewage Pump Market analysis conducted by the CMI Team, the global Sewage Pump Market is expected to record a CAGR of 6.5% from 2025 to 2034. In 2025, the market size is projected to reach a valuation of USD 14.5 Billion. By 2034, the valuation is anticipated to reach USD 24.5 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=72625
DOI: 10.15468/dl.wkfc69
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mytilopsis sallei",
 "Country is Singapore",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031167-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16925127
title: Quercetin Enhances Antioxidant Capacity and Reproductive Performance in Daphnia pulex

description: Quercetin is a widely distributed flavonoid found in fruits and vegetables, known for its diverse biological effects. In this study, neonatal Daphnia pulex (within 24 hours of birth) were exposed to varying concentrations of quercetin (0, 1, 2.5, 5, and 10 mg/L). At high concentrations, quercetin induced morphological deformities, including concavity on the dorsal surface, which appeared earlier in treated individuals compared to controls. Conversely, low concentrations of quercetin extended the average lifespan, increased molting frequency, and significantly enhanced the net reproduction rate and generation cycle. In contrast, high concentrations significantly reduced both molting frequency and net reproduction rate. Regarding metabolic and antioxidant enzyme activities, quercetin exposure decreased triglyceride (TG) levels. Low concentrations significantly downregulated the activities of acid phosphatase (ACP) and alkaline phosphatase (AKP), while all tested concentrations significantly reduced amylase (AMS) activity. Catalase (CAT) and glutathione (GSH) levels initially increased and then declined with rising quercetin concentrations, a pattern also observed for superoxide dismutase (SOD) activity after 14 days of exposure. Transcriptomic analysis revealed that quercetin treatment significantly upregulated metabolic pathways, followed by cellular processes and genetic information processing. Additionally, quercetin enhanced oxidative phosphorylation and alleviated oxidative stress. These findings suggest that low concentrations of quercetin promotes the growth and reproduction of D. pulex, regulates metabolic activity, and enhances antioxidant capacity.
DOI: 10.5281/zenodo.16925128
title: Quercetin Enhances Antioxidant Capacity and Reproductive Performance in Daphnia pulex

description: Quercetin is a widely distributed flavonoid found in fruits and vegetables, known for its diverse biological effects. In this study, neonatal Daphnia pulex (within 24 hours of birth) were exposed to varying concentrations of quercetin (0, 1, 2.5, 5, and 10 mg/L). At high concentrations, quercetin induced morphological deformities, including concavity on the dorsal surface, which appeared earlier in treated individuals compared to controls. Conversely, low concentrations of quercetin extended the average lifespan, increased molting frequency, and significantly enhanced the net reproduction rate and generation cycle. In contrast, high concentrations significantly reduced both molting frequency and net reproduction rate. Regarding metabolic and antioxidant enzyme activities, quercetin exposure decreased triglyceride (TG) levels. Low concentrations significantly downregulated the activities of acid phosphatase (ACP) and alkaline phosphatase (AKP), while all tested concentrations significantly reduced amylase (AMS) activity. Catalase (CAT) and glutathione (GSH) levels initially increased and then declined with rising quercetin concentrations, a pattern also observed for superoxide dismutase (SOD) activity after 14 days of exposure. Transcriptomic analysis revealed that quercetin treatment significantly upregulated metabolic pathways, followed by cellular processes and genetic information processing. Additionally, quercetin enhanced oxidative phosphorylation and alleviated oxidative stress. These findings suggest that low concentrations of quercetin promotes the growth and reproduction of D. pulex, regulates metabolic activity, and enhances antioxidant capacity.
DOI: 10.5281/zenodo.15655737
title: Biomechanical Characterization of Metacarpal Fixation: Internal Load Determination and Evaluation of a Novel Adhesive Osteosynthesis

description: This repository is associated with the manuscript at the following DOI: 10.1002/jor.70027

The data in this repository was generated by the following methods.

An Acumen (MTS, Eden Prairie, MN, United States) electrodynamic testing machine was equiped with a 3 kN load cell. The testing machine displaced the sample at a rate of 1 mm/s and test were repeated 3 times. The test were sampled at 128 Hz.

An Aramis SRX (GOM GmbH, Braunschweig, Germany) sterographic camera system measured the displacement of two optical flags at 2 hz.
DOI: 10.5281/zenodo.15655736
title: Biomechanical Characterization of Metacarpal Fixation: Internal Load Determination and Evaluation of a Novel Adhesive Osteosynthesis

description: This repository is associated with the manuscript at the following DOI: 10.1002/jor.70027

The data in this repository was generated by the following methods.

An Acumen (MTS, Eden Prairie, MN, United States) electrodynamic testing machine was equiped with a 3 kN load cell. The testing machine displaced the sample at a rate of 1 mm/s and test were repeated 3 times. The test were sampled at 128 Hz.

An Aramis SRX (GOM GmbH, Braunschweig, Germany) sterographic camera system measured the displacement of two optical flags at 2 hz.
DOI: 10.6084/m9.figshare.29369262
title: Evolution, population structure and morphology of the African Black Duck <i>Anas sparsa</i> and Yellow-billed Duck <i>A. undulata</i>

description: Biological conservation requires a fundamental understanding of evolutionary history and established contemporary population genetics. Here, we sequenced mitochondrial DNA (mtDNA) and thousands of nuclear loci across individuals of the African Black Duck <i>Anas sparsa</i> and Yellow-billed Duck <i>A. undulata</i> to understand the evolutionary histories and to establish their current population structure. In addition to testing for possible hybridisation between these two African species, we compared the genetic ancestries with known wild and domestic Mallards <i>A. platyrhynchos</i> to understand whether the presence of that species in Africa is resulting in elevated interspecific hybridisation. Finally, we assessed morphological variation within the two African species; although the sample sizes limited inferences for the African Black Duck, we were able to demarcate trait cut-offs for field identification of the sexes of the Yellow-billed Duck. We recovered strong population structure between the two species and the Mallard for both mtDNA and nuclear loci. Whereas we recovered high levels of co-ancestry and low levels of nucleotide diversity among the African Black Duck samples, our demographic analysis estimated a contemporary effective population size of ∼2.5 million, which was equivalent to the estimate for the Yellow-billed Duck. We found that the increase in effective population size of both African species coincides with the onset of the last glacial cycle, with numbers peaking during the last glacial maximum. We recovered two genetic hybrids from the samples: a single hybrid between Yellow-billed Duck and wild Mallard, and the first genetically vetted Yellow-billed Duck × African Black Duck hybrid. Our study not only sheds light on the current population structures and standing genetic variation, but outlines methodologies to build morphological cut-offs for species and sex identification, which could be applied in future conservation efforts for Yellow-billed Ducks and African Black Ducks.
DOI: 10.6084/m9.figshare.29369262.v1
title: Evolution, population structure and morphology of the African Black Duck <i>Anas sparsa</i> and Yellow-billed Duck <i>A. undulata</i>

description: Biological conservation requires a fundamental understanding of evolutionary history and established contemporary population genetics. Here, we sequenced mitochondrial DNA (mtDNA) and thousands of nuclear loci across individuals of the African Black Duck <i>Anas sparsa</i> and Yellow-billed Duck <i>A. undulata</i> to understand the evolutionary histories and to establish their current population structure. In addition to testing for possible hybridisation between these two African species, we compared the genetic ancestries with known wild and domestic Mallards <i>A. platyrhynchos</i> to understand whether the presence of that species in Africa is resulting in elevated interspecific hybridisation. Finally, we assessed morphological variation within the two African species; although the sample sizes limited inferences for the African Black Duck, we were able to demarcate trait cut-offs for field identification of the sexes of the Yellow-billed Duck. We recovered strong population structure between the two species and the Mallard for both mtDNA and nuclear loci. Whereas we recovered high levels of co-ancestry and low levels of nucleotide diversity among the African Black Duck samples, our demographic analysis estimated a contemporary effective population size of ∼2.5 million, which was equivalent to the estimate for the Yellow-billed Duck. We found that the increase in effective population size of both African species coincides with the onset of the last glacial cycle, with numbers peaking during the last glacial maximum. We recovered two genetic hybrids from the samples: a single hybrid between Yellow-billed Duck and wild Mallard, and the first genetically vetted Yellow-billed Duck × African Black Duck hybrid. Our study not only sheds light on the current population structures and standing genetic variation, but outlines methodologies to build morphological cut-offs for species and sex identification, which could be applied in future conservation efforts for Yellow-billed Ducks and African Black Ducks.
DOI: 10.15468/dl.guvf6c
title: Occurrence Download

description: A dataset containing 21248 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is IDN.11_1",
 "IucnRedListCategory is LC",
 "OccurrenceStatus is Present",
 "Year 2020-2025"
 ]
}

 The dataset includes 21248 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031169-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d98jff
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mytilopsis sallei",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031170-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6xhgkm
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mytilopsis sallei",
 "Country is Venezuela (Bolivarian Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031171-250811113504898/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.29930699
title: The original data of Fig.3

description: Parametric analysis
DOI: 10.6084/m9.figshare.29930699.v1
title: The original data of Fig.3

description: Parametric analysis
DOI: 10.6084/m9.figshare.29930699.v2
title: The original data of Fig.3

description: Parametric analysis
DOI: 10.5519/qd.1rixienz
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (3 records)
DOI: 10.57903/uj/vurxsv
title: Pore Size Engineering of MOFs by Pore Edge Reaction: Tetrazine Click and Hydrogen Adsorption in Theory and Experiment - replication data

description: This dataset supports the manuscript titled "Pore Size Engineering of MOFs by Pore Edge Reaction: Tetrazine Click and Hydrogen Adsorption in Theory and Experiment". It contains replication data for experimental N2, CO2, H2 and D2 sorption studies. Included are Adsorption Information Files (AIFs) for experimental adsorption–desorption isotherms and MOF structures used in GCMC simulations (cif files). Dataset contains also UV-vis-NIR spectra for MOF samples (txt) and SEM images (tif), FT-IR (csv) and NMR (txt) files for all samples. Detailed file descriptions and instructions are provided in the accompanying 00_README.txt.
DOI: 10.15468/dl.hjjmws
title: Occurrence Download

description: A dataset containing 530711 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passer domesticus",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 530711 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031140-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.