cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15753072
title: ERA5moistIN: An Hourly Dataset of Moisture Budget Components Over the Indian Subcontinent (1940–2024) [Component-5: Vertical Moisture Advection Term]

description: ERA5moistIN is a gridded dataset of atmospheric moisture budget components constructed from ERA5 reanalysis over the Indian subcontinent and surrounding ocean regions for the period 1940 to 2024. Available at 0.25 degree spatial and 1 hourly temporal resolution, the dataset includes seven components of the column integrated moisture budget: change in storage, horizontal and vertical advection, horizontal and vertical convergence, and associated moisture flux convergence terms. These diagnostics are derived from pressure level variables including specific humidity and zonal, meridional, and vertical wind components using central finite difference methods and vertical integration, along with surface pressure. Validation against ERA5 single level outputs, such as total column water vapor and vertically integrated moisture divergence, demonstrates physical consistency and reliability. The diagnostic framework can be adapted to other reanalysis datasets and climate model outputs with minor code changes and is applicable to any region. ERA5moistIN supports high resolution analysis of moisture processes and is suitable for applications including monsoon studies, extreme event attribution, model evaluation, and predictive tool development.

The extension of the ERA5moistIN hourly dataset for the year 2025 is available at https://doi.org/10.5281/zenodo.18410617
DOI: 10.5281/zenodo.15753073
title: ERA5moistIN: An Hourly Dataset of Moisture Budget Components Over the Indian Subcontinent (1940–2024) [Component-5: Vertical Moisture Advection Term]

description: ERA5moistIN is a gridded dataset of atmospheric moisture budget components constructed from ERA5 reanalysis over the Indian subcontinent and surrounding ocean regions for the period 1940 to 2024. Available at 0.25 degree spatial and 1 hourly temporal resolution, the dataset includes seven components of the column integrated moisture budget: change in storage, horizontal and vertical advection, horizontal and vertical convergence, and associated moisture flux convergence terms. These diagnostics are derived from pressure level variables including specific humidity and zonal, meridional, and vertical wind components using central finite difference methods and vertical integration, along with surface pressure. Validation against ERA5 single level outputs, such as total column water vapor and vertically integrated moisture divergence, demonstrates physical consistency and reliability. The diagnostic framework can be adapted to other reanalysis datasets and climate model outputs with minor code changes and is applicable to any region. ERA5moistIN supports high resolution analysis of moisture processes and is suitable for applications including monsoon studies, extreme event attribution, model evaluation, and predictive tool development.

The extension of the ERA5moistIN hourly dataset for the year 2025 is available at https://doi.org/10.5281/zenodo.18410617
DOI: 10.15468/dl.dm9h2m
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Farsetia aegyptiaca",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 13 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001460-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p3xxzw
title: Occurrence Download

description: A dataset containing 209375 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Taxus baccata",
 "BasisOfRecord is one of (Human Observation)"
 ]
}

 The dataset includes 209375 records from 756 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001439-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57903/uj/09jhsb
title: Urban layout of ancient city Nea Paphos in Middle Roman (Phase 3)

description: Middle and Late Roman (3rd to 5th c. CE) reconstruction of the length, orientation and width of the streets
DOI: 10.5281/zenodo.15753005
title: ERA5moistIN: An Hourly Dataset of Moisture Budget Components Over the Indian Subcontinent (1940–2024) [Component-4: Horizontal Moisture Flux Convergence Term]

description: ERA5moistIN is a gridded dataset of atmospheric moisture budget components constructed from ERA5 reanalysis over the Indian subcontinent and surrounding ocean regions for the period 1940 to 2024. Available at 0.25 degree spatial and 1 hourly temporal resolution, the dataset includes seven components of the column integrated moisture budget: change in storage, horizontal and vertical advection, horizontal and vertical convergence, and associated moisture flux convergence terms. These diagnostics are derived from pressure level variables including specific humidity and zonal, meridional, and vertical wind components using central finite difference methods and vertical integration, along with surface pressure. Validation against ERA5 single level outputs, such as total column water vapor and vertically integrated moisture divergence, demonstrates physical consistency and reliability. The diagnostic framework can be adapted to other reanalysis datasets and climate model outputs with minor code changes and is applicable to any region. ERA5moistIN supports high resolution analysis of moisture processes and is suitable for applications including monsoon studies, extreme event attribution, model evaluation, and predictive tool development.

The extension of the ERA5moistIN hourly dataset for the year 2025 is available at https://doi.org/10.5281/zenodo.18410617
DOI: 10.5281/zenodo.15753006
title: ERA5moistIN: An Hourly Dataset of Moisture Budget Components Over the Indian Subcontinent (1940–2024) [Component-4: Horizontal Moisture Flux Convergence Term]

description: ERA5moistIN is a gridded dataset of atmospheric moisture budget components constructed from ERA5 reanalysis over the Indian subcontinent and surrounding ocean regions for the period 1940 to 2024. Available at 0.25 degree spatial and 1 hourly temporal resolution, the dataset includes seven components of the column integrated moisture budget: change in storage, horizontal and vertical advection, horizontal and vertical convergence, and associated moisture flux convergence terms. These diagnostics are derived from pressure level variables including specific humidity and zonal, meridional, and vertical wind components using central finite difference methods and vertical integration, along with surface pressure. Validation against ERA5 single level outputs, such as total column water vapor and vertically integrated moisture divergence, demonstrates physical consistency and reliability. The diagnostic framework can be adapted to other reanalysis datasets and climate model outputs with minor code changes and is applicable to any region. ERA5moistIN supports high resolution analysis of moisture processes and is suitable for applications including monsoon studies, extreme event attribution, model evaluation, and predictive tool development.

The extension of the ERA5moistIN hourly dataset for the year 2025 is available at https://doi.org/10.5281/zenodo.18410617
DOI: 10.5281/zenodo.15730247
title: ERA5moistIN: An Hourly Dataset of Moisture Budget Components Over the Indian Subcontinent (1940–2024) [Component-2: Horizontal Moisture Advection Term]

description: ERA5moistIN is a gridded dataset of atmospheric moisture budget components constructed from ERA5 reanalysis over the Indian subcontinent and surrounding ocean regions for the period 1940 to 2024. Available at 0.25 degree spatial and 1 hourly temporal resolution, the dataset includes seven components of the column integrated moisture budget: change in storage, horizontal and vertical advection, horizontal and vertical convergence, and associated moisture flux convergence terms. These diagnostics are derived from pressure level variables including specific humidity and zonal, meridional, and vertical wind components using central finite difference methods and vertical integration, along with surface pressure. Validation against ERA5 single level outputs, such as total column water vapor and vertically integrated moisture divergence, demonstrates physical consistency and reliability. The diagnostic framework can be adapted to other reanalysis datasets and climate model outputs with minor code changes and is applicable to any region. ERA5moistIN supports high resolution analysis of moisture processes and is suitable for applications including monsoon studies, extreme event attribution, model evaluation, and predictive tool development.

The extension of the ERA5moistIN hourly dataset for the year 2025 is available at https://doi.org/10.5281/zenodo.18410617
DOI: 10.5281/zenodo.15730248
title: ERA5moistIN: An Hourly Dataset of Moisture Budget Components Over the Indian Subcontinent (1940–2024) [Component-2: Horizontal Moisture Advection Term]

description: ERA5moistIN is a gridded dataset of atmospheric moisture budget components constructed from ERA5 reanalysis over the Indian subcontinent and surrounding ocean regions for the period 1940 to 2024. Available at 0.25 degree spatial and 1 hourly temporal resolution, the dataset includes seven components of the column integrated moisture budget: change in storage, horizontal and vertical advection, horizontal and vertical convergence, and associated moisture flux convergence terms. These diagnostics are derived from pressure level variables including specific humidity and zonal, meridional, and vertical wind components using central finite difference methods and vertical integration, along with surface pressure. Validation against ERA5 single level outputs, such as total column water vapor and vertically integrated moisture divergence, demonstrates physical consistency and reliability. The diagnostic framework can be adapted to other reanalysis datasets and climate model outputs with minor code changes and is applicable to any region. ERA5moistIN supports high resolution analysis of moisture processes and is suitable for applications including monsoon studies, extreme event attribution, model evaluation, and predictive tool development.

The extension of the ERA5moistIN hourly dataset for the year 2025 is available at https://doi.org/10.5281/zenodo.18410617
DOI: 10.5281/zenodo.15751542
title: ERA5moistIN: An Hourly Dataset of Moisture Budget Components Over the Indian Subcontinent (1940–2024) [Component-3: Horizontal Wind Convergence Term]

description: ERA5moistIN is a gridded dataset of atmospheric moisture budget components constructed from ERA5 reanalysis over the Indian subcontinent and surrounding ocean regions for the period 1940 to 2024. Available at 0.25 degree spatial and 1 hourly temporal resolution, the dataset includes seven components of the column integrated moisture budget: change in storage, horizontal and vertical advection, horizontal and vertical convergence, and associated moisture flux convergence terms. These diagnostics are derived from pressure level variables including specific humidity and zonal, meridional, and vertical wind components using central finite difference methods and vertical integration, along with surface pressure. Validation against ERA5 single level outputs, such as total column water vapor and vertically integrated moisture divergence, demonstrates physical consistency and reliability. The diagnostic framework can be adapted to other reanalysis datasets and climate model outputs with minor code changes and is applicable to any region. ERA5moistIN supports high resolution analysis of moisture processes and is suitable for applications including monsoon studies, extreme event attribution, model evaluation, and predictive tool development.

The extension of the ERA5moistIN hourly dataset for the year 2025 is available at https://doi.org/10.5281/zenodo.18410617
DOI: 10.5281/zenodo.15751541
title: ERA5moistIN: An Hourly Dataset of Moisture Budget Components Over the Indian Subcontinent (1940–2024) [Component-3: Horizontal Wind Convergence Term]

description: ERA5moistIN is a gridded dataset of atmospheric moisture budget components constructed from ERA5 reanalysis over the Indian subcontinent and surrounding ocean regions for the period 1940 to 2024. Available at 0.25 degree spatial and 1 hourly temporal resolution, the dataset includes seven components of the column integrated moisture budget: change in storage, horizontal and vertical advection, horizontal and vertical convergence, and associated moisture flux convergence terms. These diagnostics are derived from pressure level variables including specific humidity and zonal, meridional, and vertical wind components using central finite difference methods and vertical integration, along with surface pressure. Validation against ERA5 single level outputs, such as total column water vapor and vertically integrated moisture divergence, demonstrates physical consistency and reliability. The diagnostic framework can be adapted to other reanalysis datasets and climate model outputs with minor code changes and is applicable to any region. ERA5moistIN supports high resolution analysis of moisture processes and is suitable for applications including monsoon studies, extreme event attribution, model evaluation, and predictive tool development.

The extension of the ERA5moistIN hourly dataset for the year 2025 is available at https://doi.org/10.5281/zenodo.18410617
DOI: 10.15468/dl.ymx2yy
title: Occurrence Download

description: A dataset containing 277 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fibigia clypeata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 277 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001462-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17876239
title: Data of the manuscript submitted for publication

description: Data and video of the manuscript Unraveling the interfacial degradation mechanism of metal oxide electrocatalyst/gas diffusion layer in Zn-Air batteries through FIB-SEM analysis published in Journal of Materials Chemistry A.
DOI: 10.5281/zenodo.17876240
title: Data of the manuscript submitted for publication

description: Data and video of the manuscript Unraveling the interfacial degradation mechanism of metal oxide electrocatalyst/gas diffusion layer in Zn-Air batteries through FIB-SEM analysis published in Journal of Materials Chemistry A.
DOI: 10.5281/zenodo.18334758
title: Starting topologies and coordinates for MD simulations in Newton's cradle-like allosteric mechanism explains regulatory RsmE RNA binding
DOI: 10.5281/zenodo.18334759
title: Starting topologies and coordinates for MD simulations in Newton's cradle-like allosteric mechanism explains regulatory RsmE RNA binding
DOI: 10.57903/uj/yq2lmp
title: FeHf Binary Hydroxide/Oxide Nanostructures as Catalysts for Oxygen Evolution - replication data

description: The dataset presents the results of research on electrodeposition of FeHf binary hydroxide/oxide nanostructures and their application in catalyzing oxygen evolution reaction. Nature of the data set: .txt, .doc, .xlsx, .opju, .jpeg and .tif, Scope of the data set: To understand the results of this study, and may help to reproduce the results.
DOI: 10.5281/zenodo.15751200
title: ERA5moistIN: An Hourly Dataset of Moisture Budget Components Over the Indian Subcontinent (1940–2024) [Component-1: change in storage]

description: ERA5moistIN is a gridded dataset of atmospheric moisture budget components constructed from ERA5 reanalysis over the Indian subcontinent and surrounding ocean regions for the period 1940 to 2024. Available at 0.25 degree spatial and 1 hourly temporal resolution, the dataset includes seven components of the column integrated moisture budget: change in storage, horizontal and vertical advection, horizontal and vertical convergence, and associated moisture flux convergence terms. These diagnostics are derived from pressure level variables including specific humidity and zonal, meridional, and vertical wind components using central finite difference methods and vertical integration, along with surface pressure. Validation against ERA5 single level outputs, such as total column water vapor and vertically integrated moisture divergence, demonstrates physical consistency and reliability. The diagnostic framework can be adapted to other reanalysis datasets and climate model outputs with minor code changes and is applicable to any region. ERA5moistIN supports high resolution analysis of moisture processes and is suitable for applications including monsoon studies, extreme event attribution, model evaluation, and predictive tool development.

The extension of the ERA5moistIN hourly dataset for the year 2025 is available at https://doi.org/10.5281/zenodo.18410617
DOI: 10.5281/zenodo.15751199
title: ERA5moistIN: An Hourly Dataset of Moisture Budget Components Over the Indian Subcontinent (1940–2024) [Component-1: change in storage]

description: ERA5moistIN is a gridded dataset of atmospheric moisture budget components constructed from ERA5 reanalysis over the Indian subcontinent and surrounding ocean regions for the period 1940 to 2024. Available at 0.25 degree spatial and 1 hourly temporal resolution, the dataset includes seven components of the column integrated moisture budget: change in storage, horizontal and vertical advection, horizontal and vertical convergence, and associated moisture flux convergence terms. These diagnostics are derived from pressure level variables including specific humidity and zonal, meridional, and vertical wind components using central finite difference methods and vertical integration, along with surface pressure. Validation against ERA5 single level outputs, such as total column water vapor and vertically integrated moisture divergence, demonstrates physical consistency and reliability. The diagnostic framework can be adapted to other reanalysis datasets and climate model outputs with minor code changes and is applicable to any region. ERA5moistIN supports high resolution analysis of moisture processes and is suitable for applications including monsoon studies, extreme event attribution, model evaluation, and predictive tool development.

The extension of the ERA5moistIN hourly dataset for the year 2025 is available at https://doi.org/10.5281/zenodo.18410617
DOI: 10.15468/dl.wqr8a9
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Penguins of Antarctica"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001464-260129131611470/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.31187854
title: <b>Paediatric Regional Anaesthesia Survey South Africa (PRASSA)</b>

description: A descriptive, cross-sectional survey was conducted using an online questionnaire distributed via the South African Society of Anaesthesiologists (SASA) research database between April and May 2024. The survey was developed following a literature review and piloted among anesthetists of varying seniority, including pediatric anesthesia specialists. It comprised three sections: demographic and practice characteristics; attitudes towards PRA assessed using eight four-point Likert-scale statements; and knowledge assessed through ten true–false statements with an “unsure” option to reduce guessing. An a priori threshold of ≥6 correct responses (≥60%) was used to indicate adequate knowledge, selected pragmatically for descriptive comparison in the absence of a validated benchmark. Knowledge items were informed by international pediatric regional anesthesia guidelines. Additionally, perceived barriers and facilitators were assessed using a predefined select-all-that-apply list, with an optional free-text field for elaboration. Frequencies were reported for predefined items, while free-text responses were used descriptively and were not subjected to formal thematic analysis. Participation was voluntary and anonymous, with electronic informed consent required prior to survey completion. Data were collected using REDCap<sup>3</sup> and analyzed using descriptive statistics and inferential methods. Only fully completed questionnaires were included in the final analysis. No imputation of missing data was performed. An overall attitude score was calculated, internal consistency assessed using Cronbach’s alpha, and factors associated with attitudes explored using regression modelling. Ethical approval was obtained from the Sefako Makgatho University Research Ethics Committee (SMUREC Reference number: SMUREC/M/139/2023:PG).
DOI: 10.6084/m9.figshare.31187854.v2
title: <b>Paediatric Regional Anaesthesia Survey South Africa (PRASSA)</b>

description: A descriptive, cross-sectional survey was conducted using an online questionnaire distributed via the South African Society of Anaesthesiologists (SASA) research database between April and May 2024. The survey was developed following a literature review and piloted among anesthetists of varying seniority, including pediatric anesthesia specialists. It comprised three sections: demographic and practice characteristics; attitudes towards PRA assessed using eight four-point Likert-scale statements; and knowledge assessed through ten true–false statements with an “unsure” option to reduce guessing. An a priori threshold of ≥6 correct responses (≥60%) was used to indicate adequate knowledge, selected pragmatically for descriptive comparison in the absence of a validated benchmark. Knowledge items were informed by international pediatric regional anesthesia guidelines. Additionally, perceived barriers and facilitators were assessed using a predefined select-all-that-apply list, with an optional free-text field for elaboration. Frequencies were reported for predefined items, while free-text responses were used descriptively and were not subjected to formal thematic analysis. Participation was voluntary and anonymous, with electronic informed consent required prior to survey completion. Data were collected using REDCap<sup>3</sup> and analyzed using descriptive statistics and inferential methods. Only fully completed questionnaires were included in the final analysis. No imputation of missing data was performed. An overall attitude score was calculated, internal consistency assessed using Cronbach’s alpha, and factors associated with attitudes explored using regression modelling. Ethical approval was obtained from the Sefako Makgatho University Research Ethics Committee (SMUREC Reference number: SMUREC/M/139/2023:PG).