cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30111118.v2
title: EthoPy: Reproducible Behavioral Neuroscience Made Accessible

description: As brain activity is tightly coupled to behavior, an accurate understanding of neural function necessitates consideration of behavioral tasks that capture the complexity and variety animals encounter. Yet, animal training for behavioral experiments is often labor-intensive, costly, and difficult to standardize. To overcome these challenges, we developed EthoPy, an open-source, Python-based behavioral control framework that integrates stimulus presentation, hardware management, and data logging. EthoPy supports diverse behavioral paradigms, stimulus modalities and experimental systems, from homecage to head-fixed configurations, while operating on affordable hardware, such as Raspberry Pi. Its modular architecture and database integration enable scalable, high-throughput automatic behavioral training with minimal experimenter involvement while ensuring reproducibility through comprehensive metadata tracking. By automating training workflows, EthoPy makes it feasible to implement sophisticated behavioral paradigms that are traditionally difficult to achieve. EthoPy thus provides an accessible, extensible framework for behavioral studies and their underlying  neural activity.
DOI: 10.15468/dl.vew7mf
title: Occurrence Download

description: A dataset containing 2644 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is A database of fish fauna in Kitakyushu metropolitan area"
 ]
}

 The dataset includes 2644 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007449-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18759893
title: PEDAGOGICALCONDITIONSFORTHEMORALANDETHICALEDUCATIONOFFUTUREOFFICERS

description: Thearticlediscussestheroleofmoralandethicaleducationinensuringthatcadetsstudyingathighermilitaryeducationinstitutionsbecomedevotedtotheircountry,conscioussupportersofthenationalindependenceideology,andhighlyqualifiedmastersoftheirchosenfield
DOI: 10.5281/zenodo.18759892
title: PEDAGOGICALCONDITIONSFORTHEMORALANDETHICALEDUCATIONOFFUTUREOFFICERS

description: Thearticlediscussestheroleofmoralandethicaleducationinensuringthatcadetsstudyingathighermilitaryeducationinstitutionsbecomedevotedtotheircountry,conscioussupportersofthenationalindependenceideology,andhighlyqualifiedmastersoftheirchosenfield
DOI: 10.6084/m9.figshare.31400181
title: Codes For the Article "Maintenance Plasticity Rescue Slows ALS Progression in a Pruning-Continuum Model: Implications for Early Intervention in Motor and Mood Circuits"

description: Code file for the article.
DOI: 10.6084/m9.figshare.31400181.v1
title: Codes For the Article "Maintenance Plasticity Rescue Slows ALS Progression in a Pruning-Continuum Model: Implications for Early Intervention in Motor and Mood Circuits"

description: Code file for the article.
DOI: 10.5281/zenodo.18759778
title: Internal decay processes in homonuclear diatomic molecular anions probed by electron spectroscopy inside an Electrostatic Ion Beam Trap
DOI: 10.5281/zenodo.18759776
title: Internal decay processes in homonuclear diatomic molecular anions probed by electron spectroscopy inside an Electrostatic Ion Beam Trap
DOI: 10.25380/iastate.31075468
title: Identification of Alternate Catalytic Bases In The Class II Active Site of Conifer Resin Acid Diterpene Synthases

description: This dataset comprises computational modeling data for diterpene cyclases (DTCs), integrating quantum mechanical calculations of minimum-energy structures, first-order saddle points (transition states), and intrinsic reaction coordinate (IRC) analyses performed using Gaussian. In addition, it includes molecular docking scripts and simulation results of terpene intermediates within DTC active sites using Rosetta software suite. The significance of this dataset lies in its integration with experimental data to enable the identification of key catalytic residues in this important enzyme family, thereby providing mechanistic insight and guiding rational enzyme engineering for the generation of novel diterpenoid compounds. File formats are txt, PDB, mole2, log, and com files, as well as Linux based and HML scripts.
DOI: 10.25380/iastate.31075468.v1
title: Identification of Alternate Catalytic Bases In The Class II Active Site of Conifer Resin Acid Diterpene Synthases

description: This dataset comprises computational modeling data for diterpene cyclases (DTCs), integrating quantum mechanical calculations of minimum-energy structures, first-order saddle points (transition states), and intrinsic reaction coordinate (IRC) analyses performed using Gaussian. In addition, it includes molecular docking scripts and simulation results of terpene intermediates within DTC active sites using Rosetta software suite. The significance of this dataset lies in its integration with experimental data to enable the identification of key catalytic residues in this important enzyme family, thereby providing mechanistic insight and guiding rational enzyme engineering for the generation of novel diterpenoid compounds. File formats are txt, PDB, mole2, log, and com files, as well as Linux based and HML scripts.
DOI: 10.15468/dl.8a3zjp
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Neofelis nebulosa",
 "Year 2001-2026"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007450-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5285/0cfcde23-753d-4bf0-81c6-13aea33b2b0f
title: Ammonia concentration and deposition data from a peatland nitrogen pollution experiment, Whim Bog, Scotland, UK, 2002-2022

description: This dataset contains information ammonia concentration and deposition rates resulting from an experimental setup. An NH3 enhancement experiment was established in an ombrotrophic bog near Edinburgh, UK in 2002. Under suitable wind conditions measured, NH3 is released towards a downwind monitoring transect. Along the monitoring transect, NH3 concentrations in the air are measured using monthly passive samplers. Deposition rates are modelled using a unidirectional resistance model based on measured NH3 concentrations in the air and micrometeorology.

The work was supported under the UK-SCAPE programme delivering National Capability (NE/R016429/1).
description: NH3 enhancement was conducted by releasing the gas from a pure anhydrous NH3 cylinder. A mass flow controller (MFC) released pre-programmed volume of NH3 under suitable wind conditions and the release volume and time is recorded on the datalogger at 1-minute intervals. The meteorological and NH3 enhancement data was checked visually, and any obvious errors introduced by instrument malfunctioning, datalogger programming issues and power cuts were removed. NH3 concentrations were measured downwind of the source using UKCEH Adapted Low-cost Passive High Absorption (ALPHA®) samplers and analysed monthly. NH3 concentrations not following the regular exponentially declining curve with distance from the source were removed. Monthly dry deposition of NH3 to different layers of the canopy was modelled using a unidirectional resistance model written in R.
DOI: 10.15468/dl.3vh5vv
title: Occurrence Download

description: A dataset containing 107 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",
 "TaxonKey is Pristipomoides auricilla"
 ]
}

 The dataset includes 107 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007451-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18055825
title: The role of Circular Economy in Resource Security: A Material and Economic Analysis of Titanium Supply in the European Union

description: This repository contains the supplementary data and underlying models for the thesis titled: "The role of Circular Economy in Resource Security: A Material and Economic Analysis of Titanium Supply in the European Union."

As Titanium is classified as a Critical Raw Material (CRM) by the European Commission, this research evaluates the potential of Circular Economy (CE) strategies to mitigate supply chain vulnerabilities. The dataset provides a comprehensive look at the physical and economic dimensions of the EU titanium industry.

Dataset Overview

The repository is organized into three primary components:





1. Material Flow Analysis (MFA) Supplement: Includes the mass balance calculations for titanium life cycle stages within the EU. It covers extraction, processing (unwrought and wrought), manufacturing, end-of-use, and secondary recovery. This file includes the "hidden" calculations used to generate Sankey diagrams and stock-and-flow models.




2. Multi-Regional Input-Output (MRIO) Supplement: Contains the economic data and environmental extensions used to trace the embodied titanium in global trade. This section highlights the value-added steps and the economic dependencies of the EU on external titanium suppliers.




3. Trade Flow & Scrap Analysis: A detailed comparison of trade flows between the EU and its primary partners (e.g., USA, China, Japan). This includes a granular breakdown of:





Unwrought Titanium: (Sponges, ingots, and powders).




Wrought Titanium: (Bars, sheets, and tubes).




Scrap imports and exports





Methodology & Assumptions

The "Assumptions" sheet within the Excel files documents the data harmonization process. It addresses data gaps in Eurostat and Comtrade databases by utilizing interpolation and expert-weighted proxies. Key background calculations for conversion factors and recycling yield rates are included to ensure full transparency.

Usage Notes





Keywords: Titanium, Circular Economy, Resource Security, MFA, MRIO, Critical Raw Materials, EU Trade Policy.




Software Requirements: The files are provided in .xlsx format and are compatible with Microsoft Excel, Google Sheets, and Python (pandas).




Citation: Please cite this dataset alongside the original thesis.
DOI: 10.5281/zenodo.18759925
title: THEIMPACTOFEARLYCHILDHOODNUTRITIONONPHYSICALANDCOGNITIVEDEVELOPMENT

description: Earlychildhoodnutritionplaysacriticalroleindetermininglong-termphysicalgrowthandcognitiveperformance.Adequateintakeofmacro-andmicronutrientsduringthefirstyearsoflifesupportsbrainmaturation,immunefunction,andoveralldevelopment.Thisstudyexaminestherelationshipbetweenearlychildhoodnutritionandphysicalaswellascognitiveoutcomes.Thefindingsindicatethatbalancednutritionsignificantlycontributestooptimalgrowthparametersandimprovedcognitiveabilities,whilenutritionaldeficienciesareassociatedwithdevelopmentaldelaysandimpairedacademicperformance
DOI: 10.5281/zenodo.18759926
title: THEIMPACTOFEARLYCHILDHOODNUTRITIONONPHYSICALANDCOGNITIVEDEVELOPMENT

description: Earlychildhoodnutritionplaysacriticalroleindetermininglong-termphysicalgrowthandcognitiveperformance.Adequateintakeofmacro-andmicronutrientsduringthefirstyearsoflifesupportsbrainmaturation,immunefunction,andoveralldevelopment.Thisstudyexaminestherelationshipbetweenearlychildhoodnutritionandphysicalaswellascognitiveoutcomes.Thefindingsindicatethatbalancednutritionsignificantlycontributestooptimalgrowthparametersandimprovedcognitiveabilities,whilenutritionaldeficienciesareassociatedwithdevelopmentaldelaysandimpairedacademicperformance
DOI: 10.5281/zenodo.18055824
title: The role of Circular Economy in Resource Security: A Material and Economic Analysis of Titanium Supply in the European Union

description: This repository contains the supplementary data and underlying models for the thesis titled: "The role of Circular Economy in Resource Security: A Material and Economic Analysis of Titanium Supply in the European Union."

As Titanium is classified as a Critical Raw Material (CRM) by the European Commission, this research evaluates the potential of Circular Economy (CE) strategies to mitigate supply chain vulnerabilities. The dataset provides a comprehensive look at the physical and economic dimensions of the EU titanium industry.

Dataset Overview

The repository is organized into three primary components:





1. Material Flow Analysis (MFA) Supplement: Includes the mass balance calculations for titanium life cycle stages within the EU. It covers extraction, processing (unwrought and wrought), manufacturing, end-of-use, and secondary recovery. This file includes the "hidden" calculations used to generate Sankey diagrams and stock-and-flow models.




2. Multi-Regional Input-Output (MRIO) Supplement: Contains the economic data and environmental extensions used to trace the embodied titanium in global trade. This section highlights the value-added steps and the economic dependencies of the EU on external titanium suppliers.




3. Trade Flow & Scrap Analysis: A detailed comparison of trade flows between the EU and its primary partners (e.g., USA, China, Japan). This includes a granular breakdown of:





Unwrought Titanium: (Sponges, ingots, and powders).




Wrought Titanium: (Bars, sheets, and tubes).




Scrap imports and exports





Methodology & Assumptions

The "Assumptions" sheet within the Excel files documents the data harmonization process. It addresses data gaps in Eurostat and Comtrade databases by utilizing interpolation and expert-weighted proxies. Key background calculations for conversion factors and recycling yield rates are included to ensure full transparency.

Usage Notes





Keywords: Titanium, Circular Economy, Resource Security, MFA, MRIO, Critical Raw Materials, EU Trade Policy.




Software Requirements: The files are provided in .xlsx format and are compatible with Microsoft Excel, Google Sheets, and Python (pandas).




Citation: Please cite this dataset alongside the original thesis.
DOI: 10.15468/dl.9jhp7d
title: Occurrence Download

description: A dataset containing 185901 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "TaxonKey is Milvus milvus",
 "Year 2020-2024"
 ]
}

 The dataset includes 185901 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007422-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e246292
title: Diversification Beyond Similarity: Empirical Analysis of Structural Divergence and Export Purchasing Power

description: Dataset for a research paper entitled "Diversification Beyond Similarity: Empirical Analysis of Structural Divergence and Export Purchasing Power".
DOI: 10.3886/e246292v1
title: Diversification Beyond Similarity: Empirical Analysis of Structural Divergence and Export Purchasing Power

description: Dataset for a research paper entitled "Diversification Beyond Similarity: Empirical Analysis of Structural Divergence and Export Purchasing Power".
DOI: 10.5285/824f9ba8-7d1c-4a82-b5ec-a4f850f1d370
title: Spatial risk analysis for Phytophthora x alni infection of alder fragments in Scotland

description: This dataset scores the relative risks of Phytophthora x alni infection for 50034 fragments in Scotland identified as containing any of the three alder species susceptible to the pathogen (common alder, Italian alder and grey alder). Fragment risk scores integrate climate suitability (using pathogen-specific temperature-dependent growth curves and a relative humidity threshold), proximity to rivers/flooding, connectivity to other alder fragments via flood events and recent planting of alder under forestry grant schemes. Data and models used to score risk factors are variable in their time frames, but are broadly representative of the period from 2013 to 2023. Phytophthora disease of alder has been widespread in southern England since at least 1995 and became more prevalent in annual surveys between 1994 and 2003. It has been confirmed at several riparian sites in Scotland. P. x alni diseases are reported only from the alder genus.
description: We employed an iterative and collaborative co-production process that brought together stakeholders with diverse expertise from across Scotland's plant health sector representing forestry, conservation, horticulture, and government agencies through a semi-structured process of survey and workshops. Fragments containing alder species were extracted from the National Forest Estate Sub-compartments 2019, Native Woodland Survey of Scotland and global database of host-Phytophthora detections, removing any felled areas since 2013 using the National Forest Inventory. Key risk factors (climate suitability, proximity to rivers/flooding, connectivity to other alder fragments via flood events and recent planting of alder) and their scoring were agreed with 15 cross-sectoral stakeholders through a self-completion survey and two workshops. The final report was peer reviewed by the Plant Health Centre. In addition, a knowledge integration and validation workshop (November 13, 2024) examined the adequacy of the outputs for horizon scanning and decision-making across sectors. Validation of the climate suitability models has been attempted using independent UK and European detections of Phytophthora x alni.
DOI: 10.15468/dl.9j9hsj
title: Occurrence Download

description: A dataset listing the 530 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Deer Creek Riparian Restoration Ecological Monitoring"
 ]
}

 The dataset's 530 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007452-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18759764
title: Supplementary Material for "Performance of TRMM 3B42 and GPM IMERG for precipitation estimation across Temporal and Topographic Scales over Malaysia"

description: Supplementary data to produce tables and figures in result section, from figures 4-8, and table 3-4.
DOI: 10.15468/dl.swxffm
title: Occurrence Download

description: A dataset containing 7489 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)"
 ]
 }
 },
 "TaxonKey is Skimmia"
 ]
}

 The dataset includes 7489 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007453-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18759763
title: Supplementary Material for "Performance of TRMM 3B42 and GPM IMERG for precipitation estimation across Temporal and Topographic Scales over Malaysia"

description: Supplementary data to produce tables and figures in result section, from figures 4-8, and table 3-4.
DOI: 10.15468/dl.9k3y8d
title: Occurrence Download

description: A dataset containing 967 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ambystoma mexicanum"
 ]
}

 The dataset includes 967 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007454-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5283/epub.78716
title: Data archive of "Implementation of radio-frequency magnetic fields for electron spin resonance in a low-temperature atomic force microscope"
DOI: 10.5281/zenodo.17989755
title: Refactoring for Novices in Java: An Eye Tracking Study on the Extract vs. Inline Methods

description: Accepted for publication in the Journal of Systems and Software (JSS). Preprint available at: https://arxiv.org/abs/2602.18579
DOI: 10.34740/kaggle/dsv/14947276
title: Mahanagar Yatayat Transport Dataset
DOI: 10.15468/dl.xdsrk6
title: Occurrence Download

description: A dataset listing the 491 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((4.16584 43.72378,4.19197 43.72378,4.19197 43.75215,4.16584 43.75215,4.16584 43.72378))",
 "OccurrenceStatus is Present",
 "TaxonKey is Insecta"
 ]
}

 The dataset's 491 records were derived from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007443-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5285/db604b78-c616-471b-9028-2d0826a6f50c
title: Benthic macroinvertebrate biodiversity and abundance data from glacier rivers in the Cordillera Blanca, Peru, 2019-2020

description: This dataset includes taxonomic and abundance data at the of benthic macroinvertebrates in ten rivers within the glacial valleys of Parón, Huaytapallana and Llanganuco in the Cordillera Blanca, Ancash, Peru. 

This data was created to analyse the response of aquatic biodiversity to glacial retreat, studying rivers in a gradient of glacial coverage.

The sampling work was carried out from October 14 to 30, 2019 and from October 7 to 16, 2020.

The study was funded by NERC, Newton‐Paulet Fund and Fondo Nacional de Desarrollo Científico, Tecnológico y de Innovación Tecnológica-Perú
description: At each sampling site, a 15-meter section was defined and 6 samples randomly taken in riffles, pools and bankside habitats using 250μm mesh net (0.09 m2). The collected substrate was placed in airtight bags preserved with 96% ethyl alcohol in the field. The identification was carried out using the taxonomic manuals by Domínguez & Fernández (2009) and Prat et al. (2011). More detail is available in the supporting documentation accompanying the data.
DOI: 10.4121/2e3eca4f-e765-4b7c-b6fc-5cd190cd6cd6
title: Dataset underlying the NXTGEN - Ready Made Meals project: Market overview of depth cameras

description: As part of the NXTGEN Ready Made Meals project, an overview of depth cameras currently available on the market was compiled, with the latest update gathered in 2024. The research involved an extensive web search to identify the systems on offer, and, in some cases, companies were contacted for further insights. <br>This overview can be continuously updated by others and serves as a valuable resource for both researchers and industry professionals looking for the right depth camera to suit their specific needs.<br>The initial list of depth cameras was published in February 2026 and consisted of 55 devices.
DOI: 10.4121/2e3eca4f-e765-4b7c-b6fc-5cd190cd6cd6.v1
title: Dataset underlying the NXTGEN - Ready Made Meals project: Market overview of depth cameras

description: As part of the NXTGEN Ready Made Meals project, an overview of depth cameras currently available on the market was compiled, with the latest update gathered in 2024. The research involved an extensive web search to identify the systems on offer, and, in some cases, companies were contacted for further insights. <br>This overview can be continuously updated by others and serves as a valuable resource for both researchers and industry professionals looking for the right depth camera to suit their specific needs.<br>The initial list of depth cameras was published in February 2026 and consisted of 55 devices.