cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/jxjfd7k8z4.2
title: Octopus: A low-cost, modular environmental sensing platform for makers.

description: Environmental monitoring is increasingly critical in urban and ecological contexts, yet existing tools are often costly or closed-source. Octopus is a fully open-source hardware platform designed to enable low-cost, modular environmental sensing for makers, educators, and citizen scientists. The system is built around a compact, 4-layer custom-designed PCB and a 3D printed enclosure, supporting Arduino-compatible microcontrollers (Nano 33 BLE Sense or Nicla Vision) and varied plug-and-play sensors, including particulate matter, GPS, temperature, and humidity. Octopus emphasizes ease of assembly, flexibility of deployment, and reproducibility. All hardware, firmware, and mechanical design files freely available. Devices can be built for less than 100 USD using widely available tools, significantly lowering the barrier to entry for environmental sensing. We provide complete documentation, including build instructions, firmware libraries, and example applications. Compared to existing citizen-science devices, Octopus offers an extensible and adaptable platform to support hands-on environmental research, educational use, and grassroots sensing initiatives. 
The uploaded files support the Octopus open-source environmental sensing platform. They include PCB design files, 3D-printable enclosure models, and Arduino-compatible firmware. These materials provide everything needed to reproduce, assemble, and deploy the device for low-cost environmental monitoring in research, education, or citizen science.
DOI: 10.15468/dl.jpn59t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhinoclavis kochi",
 "Country is Greece",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039821-250920141307145/datasets/export for details.
DOI: 10.15468/dl.xmsvzc
title: Occurrence Download

description: A dataset containing 237 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Heteropneustes"
 ]
}

 The dataset includes 237 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039823-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60893/figshare.jcp.30109816
title: Supplementary data

description: raw data ascii files
DOI: 10.60893/figshare.jcp.30109816.v1
title: Supplementary data

description: raw data ascii files
DOI: 10.6084/m9.figshare.30265228
title: 2025.10.02

description: 2025.10.02
DOI: 10.6084/m9.figshare.30265228.v1
title: 2025.10.02

description: 2025.10.02
DOI: 10.17632/dt6d4v33fp
title: Mushroom Image Dataset (Bangladesh, 2024)

description: This dataset contains 1,860 high‑resolution images of cultivated mushroom species collected at the Mushroom Development Institute, Savar (Dhaka), Bangladesh, during November–December 2024. Images are organized class‑wise into species‑specific folders to support computer vision research in species classification and downstream agricultural applications.
DOI: 10.17632/dt6d4v33fp.1
title: Mushroom Image Dataset (Bangladesh, 2024)

description: This dataset contains 1,860 high‑resolution images of cultivated mushroom species collected at the Mushroom Development Institute, Savar (Dhaka), Bangladesh, during November–December 2024. Images are organized class‑wise into species‑specific folders to support computer vision research in species classification and downstream agricultural applications.
DOI: 10.17632/cb2nvtrf35
title: Evaluation of a Humanized Protocol for Pediatric Brain Magnetic Resonance Imaging: Methodology and Outcomes

description: Conjunto de datos derivados de la comparación entre un protocolo humanizado (sin anestesia) y uno convencional (con anestesia) en IRM cerebral pediátrica, con variables de calidad de imagen, artefactos y preferencia diagnóstica.
DOI: 10.17632/cb2nvtrf35.2
title: Evaluation of a Humanized Protocol for Pediatric Brain Magnetic Resonance Imaging: Methodology and Outcomes

description: Conjunto de datos derivados de la comparación entre un protocolo humanizado (sin anestesia) y uno convencional (con anestesia) en IRM cerebral pediátrica, con variables de calidad de imagen, artefactos y preferencia diagnóstica.
DOI: 10.15468/dl.trfdm8
title: Occurrence Download

description: A dataset containing 34509 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hura"
 ]
}

 The dataset includes 34509 records from 410 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039824-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/g6zhdsc2tc
title: CTHRC1 is a new therapeutic target and serum diagnostic biomarker for aortic dissection

description: Aortic dissection (AD) is a cardiovascular disease with rapid onset and an alarmingly high short-term mortality. Currently, there are no specific and rapid detection biomarkers based on peripheral blood or effective medications. In this study, we analyzed AD samples from mouse models and human patients, revealing a significant elevation of vascular fibroblast-derived exocrine protein CTHRC1 in the blood. Furthermore, single-cell analysis indicated that CTHRC1 regulates the phenotypic transformation of vascular smooth muscle cells (VSMCs) during arterial remodeling. By binding to ADAM9 receptor on the VSMC membrane, CTHRC1 activates the ERK1/2 signaling pathway, promoting the transformation of VSMCs from a contractile phenotype to a synthetic phenotype. Genetic ablation of CTHRC1 or blockade using anti-CTHRC1 monoclonal antibodies effectively prevented AD development in Ang-II/BAPN-induced mouse models. These findings unveil the critical role of CTHRC1 in regulating VSMC phenotypic switch and maintaining aortic structural integrity through the ERK1/2 pathway. Thus, CTHRC1 represents a novel serum diagnostic biomarker and a promising therapeutic target for AD.
DOI: 10.17632/g6zhdsc2tc.2
title: CTHRC1 is a new therapeutic target and serum diagnostic biomarker for aortic dissection

description: Aortic dissection (AD) is a cardiovascular disease with rapid onset and an alarmingly high short-term mortality. Currently, there are no specific and rapid detection biomarkers based on peripheral blood or effective medications. In this study, we analyzed AD samples from mouse models and human patients, revealing a significant elevation of vascular fibroblast-derived exocrine protein CTHRC1 in the blood. Furthermore, single-cell analysis indicated that CTHRC1 regulates the phenotypic transformation of vascular smooth muscle cells (VSMCs) during arterial remodeling. By binding to ADAM9 receptor on the VSMC membrane, CTHRC1 activates the ERK1/2 signaling pathway, promoting the transformation of VSMCs from a contractile phenotype to a synthetic phenotype. Genetic ablation of CTHRC1 or blockade using anti-CTHRC1 monoclonal antibodies effectively prevented AD development in Ang-II/BAPN-induced mouse models. These findings unveil the critical role of CTHRC1 in regulating VSMC phenotypic switch and maintaining aortic structural integrity through the ERK1/2 pathway. Thus, CTHRC1 represents a novel serum diagnostic biomarker and a promising therapeutic target for AD.
DOI: 10.7289/v54b2z78
title: Climatological Atlas of the Nordic Seas and Northern North Atlantic (NCEI Accession 0118478)

description: This Atlas is a result of an international collaboration between the Arctic and Antarctic Research Institute (Russia), Geophysical Institute, University of Bergen (Norway), and the National Oceanographic Data Center (USA). The Atlas is based on more than 500,000 stations collected during 1900 - 2012 years. It contains decadal, periodic, annual and monthly climatological fields of water temperature, salinity, and density on 0.25-degree grid at different depths. In addition to the climatological maps, time-depth diagrams of all parameters, including oxygen, at twelve selected areas covered by long-term observational programs are available.
DOI: 10.17632/96ywv4f5hy.1
title: Global Impacts of Ultra-Low-Frequency Waves: 1. Thermospheric Responses and Travelling Atmosphere Disturbances

description: The sample data and plotting routines for the ULF wave study using TIEGCM
DOI: 10.6084/m9.figshare.30265249
title: SUKA scoring card

description: SUKA scoring card to predict viral load HIV suppression
DOI: 10.6084/m9.figshare.30265249.v1
title: SUKA scoring card

description: SUKA scoring card to predict viral load HIV suppression
DOI: 10.7289/v5mp5171
title: East Asian Seas Regional Climatology Version 2.0 from 1804 to 2014 (NCEI Accession 0123300)

description: The East Asian Seas Regional Climatology Version 2.0 is an update to the preliminary version released in May 2012. This update includes new temperature and salinity data spanning the period from 1804 through 2013. The climatology was recalculated based on the new data received.

The East Asian Seas Regional Climatology is a set of objectively analyzed climatological fields of temperature and salinity at standard depth levels in the East Asian Marginal Seas. These fields were calculated for annual, seasonal, and monthly time periods on one-degree, quarter-degree, and tenth-degree latitude-longitude grids and are based on 1.2 million temperature profiles and 0.6 million salinity profiles.
DOI: 10.15468/dl.e6yez6
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhinoclavis kochi",
 "Country is Lebanon",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039825-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z8y7wy
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhinoclavis kochi",
 "Country is Syrian Arab Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039826-250920141307145/datasets/export for details.
DOI: 10.15468/dl.7afpwe
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhinoclavis kochi",
 "Country is Türkiye",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039827-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/pxyckt46zr
title: Dataset on prevalence, risk factors, and diagnostic results for canine heartworm (Dirofilaria immitis) in 481 dogs from Ilhéus, Brazil (2024)
DOI: 10.17632/pxyckt46zr.1
title: Dataset on prevalence, risk factors, and diagnostic results for canine heartworm (Dirofilaria immitis) in 481 dogs from Ilhéus, Brazil (2024)
DOI: 10.60893/figshare.pof.30118126
title: SM 1

description: Full dataset from simulations
DOI: 10.60893/figshare.pof.30118126.v1
title: SM 1

description: Full dataset from simulations
DOI: 10.5281/zenodo.17241647
title: Dataset - Uncovering Behavioral Patterns in Student-LLM Conversations during Code Refactoring Tasks

description: This dataset relates to the research paper Uncovering Behavioral Patterns in Student-LLM Conversations during Code Refactoring Tasks, authored by Eduardo Carneiro Oliveira, Hieke Keuning, and Johan Jeuring, and published at the 2025 Koli Calling International Conference on Computing Education Research.

The dataset contains: (1) the refactoring exercises used in the experiment; (2) the students' solutions for these exercises; (3) the student-LLM conversations.
DOI: 10.5281/zenodo.17241648
title: Dataset - Uncovering Behavioral Patterns in Student-LLM Conversations during Code Refactoring Tasks

description: This dataset relates to the research paper Uncovering Behavioral Patterns in Student-LLM Conversations during Code Refactoring Tasks, authored by Eduardo Carneiro Oliveira, Hieke Keuning, and Johan Jeuring, and published at the 2025 Koli Calling International Conference on Computing Education Research.

The dataset contains: (1) the refactoring exercises used in the experiment; (2) the students' solutions for these exercises; (3) the student-LLM conversations.
DOI: 10.17632/8k5d86bk7w
title: EMA USFQ Station Data (Coordinates: -78.435, -0.196) Years 2014-2019

description: 1-hour resolution data of meteorological variables (pressure, temperature, relative humidity, wind, solar radiation) and ozone from years 2014 to 2019 measured at EMA Station USFQ, located in Quito, Ecuador.
DOI: 10.17632/8k5d86bk7w.1
title: EMA USFQ Station Data (Coordinates: -78.435, -0.196) Years 2014-2019

description: 1-hour resolution data of meteorological variables (pressure, temperature, relative humidity, wind, solar radiation) and ozone from years 2014 to 2019 measured at EMA Station USFQ, located in Quito, Ecuador.
DOI: 10.17632/rpwyvrwnxp
title: FR-NFR in Software Requirements Engineering

description: The dataset comprises 1,145 software requirements from 15 distinct software projects spanning multiple domains such as healthcare, finance, e-commerce, and transportation. Functional Requirements (FR) =722 and Non-Functional Requirements (NFR) = 424. Non-functional requirements (NFR) are divided into specific quality attributes: performance, security, usability, and others. This curated dataset evaluates the three leading Natural Language Processing (NLP) tools—NLTK, OpenAI, and spaCy—by providing empirical evidence for tool selection in requirements engineering and establishing benchmarks for NLP performance for automated software requirements analysis.
DOI: 10.17632/rpwyvrwnxp.1
title: FR-NFR in Software Requirements Engineering

description: The dataset comprises 1,145 software requirements from 15 distinct software projects spanning multiple domains such as healthcare, finance, e-commerce, and transportation. Functional Requirements (FR) =722 and Non-Functional Requirements (NFR) = 424. Non-functional requirements (NFR) are divided into specific quality attributes: performance, security, usability, and others. This curated dataset evaluates the three leading Natural Language Processing (NLP) tools—NLTK, OpenAI, and spaCy—by providing empirical evidence for tool selection in requirements engineering and establishing benchmarks for NLP performance for automated software requirements analysis.
DOI: 10.17632/2h9fhw5krt
title: Intelligent manufacturing and green innovation along the supply chain

description: This dataset contains replication data and code for the paper "Intelligent manufacturing and green innovation along the supply chain".
DOI: 10.17632/2h9fhw5krt.3
title: Intelligent manufacturing and green innovation along the supply chain

description: This dataset contains replication data and code for the paper "Intelligent manufacturing and green innovation along the supply chain".
DOI: 10.25318/2710040601-fra
title: Propriété intellectuelle, résultats et gestion au sein de l'enseignement supérieur canadien, selon le type d'institution

description: Propriété intellectuelle (PI), résultats liés à la PI et gestion de la PI réalisés par les collèges, les universités et d'autres institutions d'enseignement supérieur au Canada. La propriété intellectuelle, les résultats liés à la PI et la gestion de la PI comprennent, sans s'y limiter : de nouveaux prototypes, de nouveaux procédés, des activités de protection de la PI, des divulgations de PI, des activités liées aux brevets, la participation des institutions à la gestion de la PI, les ressources utilisées pour obtenir de l’information, des conseils ou des orientations sur les questions de PI, ainsi que la proportion moyenne de propriété de PI détenus par les institutions.
DOI: 10.5281/zenodo.17250194
title: Hydrogen flashback dataset

description: This dataset provides a 2D snapshot matrix generated from numerical simulations of the combustion of hydrogen with flashback.

The matrix contains temporally evolving fields of:





Density (ρ)




Hydrogen mass fraction (YH2)




Water vapor mass fraction (YH2O)




Hydroxyl radical mass fraction (YOH)




Temperature (T)



Data structure:





Spatial grid: nx=601  points in x∈[0,0.06] m; ny=201 points in y∈[−0.01,0.01] m.




Features are concatenated into a single snapshot matrix X with dimensions (nspace,ntime), where n_space = n_features × nx × ny.




Stored as NumPy binary file (.npy).
DOI: 10.5281/zenodo.17250195
title: Hydrogen flashback dataset

description: This dataset provides a 2D snapshot matrix generated from numerical simulations of the combustion of hydrogen with flashback.

The matrix contains temporally evolving fields of:





Density (ρ)




Hydrogen mass fraction (YH2)




Water vapor mass fraction (YH2O)




Hydroxyl radical mass fraction (YOH)




Temperature (T)



Data structure:





Spatial grid: nx=601  points in x∈[0,0.06] m; ny=201 points in y∈[−0.01,0.01] m.




Features are concatenated into a single snapshot matrix X with dimensions (nspace,ntime), where n_space = n_features × nx × ny.




Stored as NumPy binary file (.npy).
DOI: 10.17632/rmdxf6g7pg.2
title: Engineered dataset for Cross-Project Requirement Traceability in Natural Language Artefacts

description: The compiled dataset for cross-project requirement traceability by leveraging contrastive learning techniques on natural language artefacts contains 15,872 total requirements across 37 projects and 7,624 validated cross-project links, with multiple Excel sheets for different data views. Data sources replicated from include: (1) Open source repositories (25 projects); (2) An Industrial dataset (12 proprietary projects) with 3 industry partners with 20-35 requirements per project; and (3) Benchmark Datasets- (a) PURE: 79 smaller research projects (5-15 requirements each) and PROMISE NFR: 15 projects focused on non-functional requirements (40 requirements each) with comprehensive NFR coverage spread across the categories: performance, security, usability, reliability, scalability, and maintainability.
The implemented dataset evaluates traceability links across different projects, thereby contributing to both software engineering and natural language processing domains by establishing a more robust approach to cross-project traceability that can support knowledge transfer and reuse across software projects.

Features of the dataset:
Multiple data sheets in the Excel file for detailed analysis of requirements.
Cross-project relationships with confidence scoring and validation status
Temporal data with creation dates and project timelines
Multi-dimensional classification (functional/non-functional, priority, complexity)
Stakeholder attribution and tagging system
DOI: 10.7289/v5zs2tjk
title: NCCOS Assessment: Island sources and destinations of virtual larvae for the Mariana region, simulation results (2004 to 2012) (NCEI Accession 0156648)

description: This tabular dataset is the result of computer simulations conducted by NOAA scientists and their partners to estimate the transport of marine larvae between islands in and around the Mariana Archipelago. The table consists of the number of virtual larvae transported from each source to each destination based on several scenarios. Separate simulations were conducted for 4 larval durations and 2 settlement zones (labeled as “multispecies”), and also customized for 6 priority species. Species included yellowfin goatfish (Mulloidichthys flavolineatus), post-larval scribbled rabbitfish (Siganus spinus), humphead wrasse (Cheilinus undulatus), bluespine unicornfish (Naso unicornis), and crown-of-thorns seastar (Acanthaster planci).
DOI: 10.7289/v5kk98tq
title: Northern North Pacific Regional Climatology (NCEI Accession 0156768)

description: The Northern North Pacific (NNP) plays a significant role in long-term earth and ocean climate change. It is also a region of high importance for regional marine ecosystems, and especially for regional fisheries.

To provide an improved oceanographic foundation and reference for multi-disciplinary studies of the NNP, NCEI Regional Climatology Team developed a new set of high-resolution quality-controlled long-term annual, seasonal and monthly mean temperature and salinity fields on different depth levels. This new regional climatology is based on the World Ocean Database archive of temperature and salinity from observations spanning over more than a hundred years and incorporates a great deal of new data not previously available.
DOI: 10.15468/dl.sy9zzx
title: Occurrence Download

description: A dataset containing 1065 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Finella pupoides",
 "Country is Israel",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1065 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039830-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zu8xd3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Finella pupoides",
 "Country is Lebanon",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039831-250920141307145/datasets/export for details.
DOI: 10.15468/dl.srgjzf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Finella pupoides",
 "Country is Cyprus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039829-250920141307145/datasets/export for details.
DOI: 10.17632/94y23h8gcz
title: Ions concentrations of Yucatan, México

description: Groundwater samples in wells and cenotes of Yucatan, México
DOI: 10.17632/94y23h8gcz.1
title: Ions concentrations of Yucatan, México

description: Groundwater samples in wells and cenotes of Yucatan, México
DOI: 10.5281/zenodo.17249766
title: Archaeonycteris trigonodon SMF-ME 2402

description: MicroCT image stack of Archaeonycteris trigonodon SMF-ME 2402 together with basic VG Studio MAX and scan parameter file.
DOI: 10.5281/zenodo.17249765
title: Archaeonycteris trigonodon SMF-ME 2402

description: MicroCT image stack of Archaeonycteris trigonodon SMF-ME 2402 together with basic VG Studio MAX and scan parameter file.
DOI: 10.17632/ycrbfxd4yv
title: Biologics and malignancy

description: JAAD supplemental file
DOI: 10.17632/ycrbfxd4yv.1
title: Biologics and malignancy

description: JAAD supplemental file
DOI: 10.17632/htpf9nrktf
title: Spatiotemporal Monitoring of Serpentinization in Peridotite: Mineral Replacement, Volume Change and Hydrogen Production

description: These data include all the information used in the figures, the ICP results, and the detailed CrunchFlow simulation results at different temperatures.
DOI: 10.17632/htpf9nrktf.1
title: Spatiotemporal Monitoring of Serpentinization in Peridotite: Mineral Replacement, Volume Change and Hydrogen Production

description: These data include all the information used in the figures, the ICP results, and the detailed CrunchFlow simulation results at different temperatures.