cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ccb68b
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "TaxonKey is Vespa binghami",
 "Year 2015-2024"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042573-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/gjrg5ms3jg
title: Tm,Ho:GSAG laser pumped at 782 nm

description: This dataset contains measured data and figures obtained through the characterisation of a Tm,Ho:GSAG laser pumped by a laser diode emitting at 782 nm. The data includes spectroscopic results (absorption and emission spectra and fluorescence lifetime) and laser results (mean output power, spectra, tuning characteristics and scan of the homogeneity).
DOI: 10.15468/dl.6h9f6p
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((0.22492 38.73259,0.23056 38.73259,0.23056 38.74033,0.22492 38.74033,0.22492 38.73259))",
 "Geometry POLYGON((0.21431 38.73098,0.22072 38.73098,0.22072 38.73646,0.21431 38.73646,0.21431 38.73098))",
 "Geometry POLYGON((0.21822 38.74397,0.22372 38.74397,0.22372 38.75254,0.21822 38.75254,0.21822 38.74397))"
 ]
 },
 "TaxonKey is Fungi"
 ]
}

 The dataset includes 49 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042574-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/gjrg5ms3jg.1
title: Tm,Ho:GSAG laser pumped at 782 nm

description: This dataset contains measured data and figures obtained through the characterisation of a Tm,Ho:GSAG laser pumped by a laser diode emitting at 782 nm. The data includes spectroscopic results (absorption and emission spectra and fluorescence lifetime) and laser results (mean output power, spectra, tuning characteristics and scan of the homogeneity).
DOI: 10.26023/gact-3c84-f60w
title: MethaneAIR: Low Rate (LRT - 1 sps) Navigation, State Parameter, and Microphysics Flight-Level Data. Version 1.0

description: This dataset includes airborne measurements obtained from the NSF/NCAR HIAPER GV aircraft (Tail Number N677F) during the MethaneAIR project, including low rate navigation, state parameter, and microphysics flight-level data in netCDF format.
DOI: 10.17632/xdgkpd225y
title: Laser-induced magnetic dichroism and birefringence in a left-handed atomic medium

description: Data related to the graphs of ''Laser-induced magnetic dichroism and birefringence in a left-handed atomic medium'' can be found here.
Birefringence and dichroism in atomic systems are active areas of research. Circular dichroism is typically observed in chiral atoms, molecules (such as DNA), and optically asymmetric materials. These phenomena enable polarization-based selectivity and high-precision measurements with applications in optical systems, biomedical diagnostics, and advanced photonics.

Meanwhile, negative refractive index materials offer exotic applications in optics and photonics, including super-resolution imaging, invisibility cloaking, and sub-wavelength imaging. Here, we identify a route to achieving birefringence and dichroism in a left-handed system.

We investigate the optical activity of an atomic left-handed medium, analyzing the interaction of left- and right-circularly polarized light with different atomic states while incorporating local field corrections. Notably, our results demonstrate simultaneous left-handedness for both polarization states. Furthermore, we find that electric birefringence and dichroism are significantly enhanced with increasing control field strength, while magnetic birefringence and dichroism can be fully controlled via strong laser coupling.
These findings have promising implications in fields at the interface of lefthandedness and dichroism.
DOI: 10.17632/xdgkpd225y.2
title: Laser-induced magnetic dichroism and birefringence in a left-handed atomic medium

description: Data related to the graphs of ''Laser-induced magnetic dichroism and birefringence in a left-handed atomic medium'' can be found here.
Birefringence and dichroism in atomic systems are active areas of research. Circular dichroism is typically observed in chiral atoms, molecules (such as DNA), and optically asymmetric materials. These phenomena enable polarization-based selectivity and high-precision measurements with applications in optical systems, biomedical diagnostics, and advanced photonics.

Meanwhile, negative refractive index materials offer exotic applications in optics and photonics, including super-resolution imaging, invisibility cloaking, and sub-wavelength imaging. Here, we identify a route to achieving birefringence and dichroism in a left-handed system.

We investigate the optical activity of an atomic left-handed medium, analyzing the interaction of left- and right-circularly polarized light with different atomic states while incorporating local field corrections. Notably, our results demonstrate simultaneous left-handedness for both polarization states. Furthermore, we find that electric birefringence and dichroism are significantly enhanced with increasing control field strength, while magnetic birefringence and dichroism can be fully controlled via strong laser coupling.
These findings have promising implications in fields at the interface of lefthandedness and dichroism.
DOI: 10.17632/xnvcsv2df9.1
title: Semi-Structured Literature Review: Business Process Management

description: This dataset presents the results of a systematic literature review addressing the development and adoption of Business Process Management (BPM). A total of 92 articles were analyzed. The authors identified BPM environment, business BPM methodology, and process modeling as the main areas of study in this field. From the review, they also traced the prominent relationship of these areas of study with emerging concepts within the study of BPM, such as Industry 4.0, competitive advantage, performance measuring, SMEs, among others.
DOI: 10.17632/rbkymwr54w
title: Soil microbial metabolic strategies and the imbalance between available phosphorus and nitrogen controls the rhizosphere priming effect by grassland tumbleweed (Cleistogenes squarrosa and Saposhnikovia divaricata) root exudates

description: The original data include:
(a) the simulated root exudation test included five treatments: (1) a control without root exudation or water; (2) an amount of H2O equal to the volume of the exudates, (3) the exudates of L. chinensis; (4) the exudates of C. squarrosa; and (5) the exudates of S. divaricata.
(b) Each experimental treatment is further divided into four grazing sub-treatments: NG, no grazing; LG, light grazing; MG, moderate grazing; HG, heavy grazing
(c) The sampling times were on the 3rd day, the 10th day and the 21st day of the cultivation.
(d) Abbreviations: AMF, arbuscular mycorrhizal fungi; CUE, microbial carbon use efficiency; DOC, dissolved organic carbon; F: B, ratio of total fungi phospholipid fatty acids (PLFAs) to total bacterial PLFAs; G-, Gram-negative bacteria; G+, Gram-positive bacteria PLFAs; Nmin, nitrogen mineralization efficiency; NG, no grazing; LG, light grazing; MG, moderate grazing; HG, heavy grazing; Olsen P, available phosphorus; POlsen: Navailable, ratio of available phosphorus to available nitrogen; SOC, soil organic carbon; TOC/TN, the total organic carbon to total soluble nitrogen ratio; Vangle, Vector angle; Vlength, Vector length.
DOI: 10.17632/rbkymwr54w.1
title: Soil microbial metabolic strategies and the imbalance between available phosphorus and nitrogen controls the rhizosphere priming effect by grassland tumbleweed (Cleistogenes squarrosa and Saposhnikovia divaricata) root exudates

description: The original data include:
(a) the simulated root exudation test included five treatments: (1) a control without root exudation or water; (2) an amount of H2O equal to the volume of the exudates, (3) the exudates of L. chinensis; (4) the exudates of C. squarrosa; and (5) the exudates of S. divaricata.
(b) Each experimental treatment is further divided into four grazing sub-treatments: NG, no grazing; LG, light grazing; MG, moderate grazing; HG, heavy grazing
(c) The sampling times were on the 3rd day, the 10th day and the 21st day of the cultivation.
(d) Abbreviations: AMF, arbuscular mycorrhizal fungi; CUE, microbial carbon use efficiency; DOC, dissolved organic carbon; F: B, ratio of total fungi phospholipid fatty acids (PLFAs) to total bacterial PLFAs; G-, Gram-negative bacteria; G+, Gram-positive bacteria PLFAs; Nmin, nitrogen mineralization efficiency; NG, no grazing; LG, light grazing; MG, moderate grazing; HG, heavy grazing; Olsen P, available phosphorus; POlsen: Navailable, ratio of available phosphorus to available nitrogen; SOC, soil organic carbon; TOC/TN, the total organic carbon to total soluble nitrogen ratio; Vangle, Vector angle; Vlength, Vector length.
DOI: 10.17632/cy4nsvmg4n
title: Mesenchymal Stem Cells Modulate the Gut Microbiota: A Systematic Review with Perspectives for Hypertension Research

description: Background: Mesenchymal stem cells (MSCs) are recognized for their regenerative, immunomodulatory, and anti-inflammatory properties. Recent preclinical studies suggest that part of their therapeutic effects may be mediated through modulation of the gut microbiota, which is increasingly implicated in cardiovascular health and hypertension via the gut–vascular axis. However, the role of MSC-induced microbiota modulation in hypertension remains poorly understood. This systematic review synthesizes current evidence on how MSC therapy alters gut microbiota and outlines opportunities for future research in hypertension.
Methods: A systematic search was conducted following PRISMA 2020 guidelines across PubMed, Scopus, Ovid MEDLINE, EBSCO, and Web of Science for original in vivo studies published in English between 2018 and 2025. Eligible studies evaluated the effects of MSC therapy on gut microbial composition and diversity.
Results: Of 1,190 records screened, 31 preclinical studies met the inclusion criteria. MSC therapy consistently improved gut microbiota by enhancing alpha and beta diversity, normalizing the Firmicutes-to-Bacteroidetes (F:B) ratio, enriching short-chain fatty acid (SCFA)-producing genera such as Akkermansia, Roseburia, Blautia, and Faecalibaculum, and reducing pro-inflammatory taxa including Escherichia-Shigella and Desulfovibrio. These changes were associated with improved gut barrier integrity, reduced endotoxemia, and decreased systemic inflammation. Only one study directly examined hypertension, underscoring a significant evidence gap.
Conclusion: MSC therapy modulates gut microbiota across diverse disease models, promoting microbial balance and SCFA pathways that support vascular and immune homeostasis. While these findings provide a mechanistic basis for microbiota-mediated blood pressure regulation, focused studies using validated hypertensive models are urgently needed to establish MSCs as a potential microbiota-targeted therapy for hypertension
DOI: 10.17632/cy4nsvmg4n.1
title: Mesenchymal Stem Cells Modulate the Gut Microbiota: A Systematic Review with Perspectives for Hypertension Research

description: Background: Mesenchymal stem cells (MSCs) are recognized for their regenerative, immunomodulatory, and anti-inflammatory properties. Recent preclinical studies suggest that part of their therapeutic effects may be mediated through modulation of the gut microbiota, which is increasingly implicated in cardiovascular health and hypertension via the gut–vascular axis. However, the role of MSC-induced microbiota modulation in hypertension remains poorly understood. This systematic review synthesizes current evidence on how MSC therapy alters gut microbiota and outlines opportunities for future research in hypertension.
Methods: A systematic search was conducted following PRISMA 2020 guidelines across PubMed, Scopus, Ovid MEDLINE, EBSCO, and Web of Science for original in vivo studies published in English between 2018 and 2025. Eligible studies evaluated the effects of MSC therapy on gut microbial composition and diversity.
Results: Of 1,190 records screened, 31 preclinical studies met the inclusion criteria. MSC therapy consistently improved gut microbiota by enhancing alpha and beta diversity, normalizing the Firmicutes-to-Bacteroidetes (F:B) ratio, enriching short-chain fatty acid (SCFA)-producing genera such as Akkermansia, Roseburia, Blautia, and Faecalibaculum, and reducing pro-inflammatory taxa including Escherichia-Shigella and Desulfovibrio. These changes were associated with improved gut barrier integrity, reduced endotoxemia, and decreased systemic inflammation. Only one study directly examined hypertension, underscoring a significant evidence gap.
Conclusion: MSC therapy modulates gut microbiota across diverse disease models, promoting microbial balance and SCFA pathways that support vascular and immune homeostasis. While these findings provide a mechanistic basis for microbiota-mediated blood pressure regulation, focused studies using validated hypertensive models are urgently needed to establish MSCs as a potential microbiota-targeted therapy for hypertension
DOI: 10.17632/nxdb24fr9y
title: Dynamic characteristics of coupled runoff and sediment load transport

description: This dataset comprises measurements of runoff, sediment load, geomorphological erosion and deposition, and water salinity from 2015 to 2021. It is designed to analyze the impact of water-sediment flux on hydro-geomorphology in estuarine wetlands.
DOI: 10.17632/nxdb24fr9y.1
title: Dynamic characteristics of coupled runoff and sediment load transport

description: This dataset comprises measurements of runoff, sediment load, geomorphological erosion and deposition, and water salinity from 2015 to 2021. It is designed to analyze the impact of water-sediment flux on hydro-geomorphology in estuarine wetlands.
DOI: 10.15468/dl.86cfpt
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Saturnia pyri",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042576-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.86vdh5
title: Occurrence Download

description: A dataset containing 168 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-3.51914 40.75224,-3.5248 40.74112,-3.50933 40.7345,-3.50381 40.746,-3.51914 40.75224))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 168 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042577-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/z5mxtx7fs4
title: Combination of poly(3-hydroxybutyrate), MXenes, and cannabidiol oils to obtain biocompatible materials with enhanced antibacterial and anti-inflammatory properties for nerve tissue regeneration

description: The results of studies on the physicochemical, morphological, mechanical, strcutral and biological analysis of composites based on poly(3-hydroxybutyrate), MXeneas and cannabinadiol intended for nerve tisue regeneration. The work was supported by the National Science Centre, Poland, under the research project Assessment of the biomedical potential of new conductive composites in the context of their use in peripheral nerve regeneration”, no. DEC-2024/08/X/ST11/00571.
DOI: 10.17632/z5mxtx7fs4.1
title: Combination of poly(3-hydroxybutyrate), MXenes, and cannabidiol oils to obtain biocompatible materials with enhanced antibacterial and anti-inflammatory properties for nerve tissue regeneration

description: The results of studies on the physicochemical, morphological, mechanical, strcutral and biological analysis of composites based on poly(3-hydroxybutyrate), MXeneas and cannabinadiol intended for nerve tisue regeneration. The work was supported by the National Science Centre, Poland, under the research project Assessment of the biomedical potential of new conductive composites in the context of their use in peripheral nerve regeneration”, no. DEC-2024/08/X/ST11/00571.
DOI: 10.17632/wntbry8cx7
title: Predicted dynamics of saltmarsh vegetation

description: This dataset encompasses hydro-geomorphological factors and data on saltmarsh vegetation dynamics. These inputs were used in an XGBoost model to simulate the predicted distribution and area changes of saltmarsh vegetation expansion and contraction. The resulting predictions facilitate dynamic modeling of saltmarsh vegetation based on hydro-geomorphological processes.
DOI: 10.17632/wntbry8cx7.1
title: Predicted dynamics of saltmarsh vegetation

description: This dataset encompasses hydro-geomorphological factors and data on saltmarsh vegetation dynamics. These inputs were used in an XGBoost model to simulate the predicted distribution and area changes of saltmarsh vegetation expansion and contraction. The resulting predictions facilitate dynamic modeling of saltmarsh vegetation based on hydro-geomorphological processes.
DOI: 10.17632/h92b8ndcv5
title: Hydro-geomorphological SHAP values and ecological optima in saltmarsh dynamics

description: This dataset comprises the SHAP values of hydro-geomorphological factors driving saltmarsh vegetation dynamics, alongside data on the ecological optima of the vegetation for these same factors. The SHAP values quantify the direction and magnitude of the hydrogeomorphic impacts, while the ecological optima identify critical environmental thresholds. Together, these data provide a foundational basis for formulating science-based ecological management strategies.
DOI: 10.17632/h92b8ndcv5.1
title: Hydro-geomorphological SHAP values and ecological optima in saltmarsh dynamics

description: This dataset comprises the SHAP values of hydro-geomorphological factors driving saltmarsh vegetation dynamics, alongside data on the ecological optima of the vegetation for these same factors. The SHAP values quantify the direction and magnitude of the hydrogeomorphic impacts, while the ecological optima identify critical environmental thresholds. Together, these data provide a foundational basis for formulating science-based ecological management strategies.
DOI: 10.17632/43nfv26gpk
title: UKMDDoSDN: A DDoS Attacks Dataset for Software-Defined Networks

description: The UKMDDoSDN dataset is a comprehensive benchmark designed to advance research in Distributed Denial-of-Service (DDoS) attack detection within Software-Defined Networks (SDNs). It supports multi-attack dataset generation, including SYN flood (1), UDP flood (2), and ICMP flood (3) attacks, alongside normal benign traffic (0), providing a diverse and realistic mix of network traffic. Built on a realistic enterprise network topology, the architecture consists of four isolated subnets: an External Network (h1: 192.168.10.x), a Corporate Internal Network (h2-h5: 192.168.20.x), a Server/DMZ Network (h6: 192.168.30.x), and a Management Network (C0: 192.168.0.x), ensuring proper segmentation and accurate representation of enterprise environments.

UKMDDoSDN produces three complementary CSV datasets, , captured simultaneously to support multi-perspective analysis:
1. packet_features.csv, a packet-level dataset optimized for real-time detection; 
2. flow_features.csv, containing flow-level statistical features extracted from the SDN controller; and 
3. cicflow_features.csv, offering advanced flow-based features generated using CICFlowMeter.

In addition to the CSV datasets, raw PCAP files are provided, allowing for deep packet inspection, custom feature extraction, and traffic replay for extended experimentation. 

The dataset was generated in batch mode over approximately 52 hours, ensuring sufficient volume and diversity for robust model training and evaluation. Leveraging the Ryu SDN controller, it enables intelligent traffic management and realistic attack simulations. With high-quality labeling for both multi-class (0–3) and binary (0–1) classification, UKMDDoSDN provides a versatile and practical resource for intrusion detection, traffic analysis and network security research in SDN environments.
DOI: 10.17632/43nfv26gpk.2
title: UKMDDoSDN: A DDoS Attacks Dataset for Software-Defined Networks

description: The UKMDDoSDN dataset is a comprehensive benchmark designed to advance research in Distributed Denial-of-Service (DDoS) attack detection within Software-Defined Networks (SDNs). It supports multi-attack dataset generation, including SYN flood (1), UDP flood (2), and ICMP flood (3) attacks, alongside normal benign traffic (0), providing a diverse and realistic mix of network traffic. Built on a realistic enterprise network topology, the architecture consists of four isolated subnets: an External Network (h1: 192.168.10.x), a Corporate Internal Network (h2-h5: 192.168.20.x), a Server/DMZ Network (h6: 192.168.30.x), and a Management Network (C0: 192.168.0.x), ensuring proper segmentation and accurate representation of enterprise environments.

UKMDDoSDN produces three complementary CSV datasets, , captured simultaneously to support multi-perspective analysis:
1. packet_features.csv, a packet-level dataset optimized for real-time detection; 
2. flow_features.csv, containing flow-level statistical features extracted from the SDN controller; and 
3. cicflow_features.csv, offering advanced flow-based features generated using CICFlowMeter.

In addition to the CSV datasets, raw PCAP files are provided, allowing for deep packet inspection, custom feature extraction, and traffic replay for extended experimentation. 

The dataset was generated in batch mode over approximately 52 hours, ensuring sufficient volume and diversity for robust model training and evaluation. Leveraging the Ryu SDN controller, it enables intelligent traffic management and realistic attack simulations. With high-quality labeling for both multi-class (0–3) and binary (0–1) classification, UKMDDoSDN provides a versatile and practical resource for intrusion detection, traffic analysis and network security research in SDN environments.
DOI: 10.17632/vmft4d24h6
title: Crisis-Induced Environmental Action: Examining Youth Environmental Behaviors during Economic Crisis in Pakistan

description: This dataset arises from a cross-sectional survey conducted to explore how Generation Z's cognition of the post-COVID-19 economic recession influences their Pro-Environmental Behaviors (PEBs) across distinct spheres. The data was collected from respondents aged 18–26, residing in six major cities across Pakistan. The survey instrument measured variables related to emergency relevance, emergency coping, positive and negative environmental affective reactions, and self-reported PEBs in each sphere.
The dataset serves as the empirical foundation for testing an integrative model informed by Affective Events Theory, which examines the interplay of emergency cognition and affective reactions in driving environmental behavior during economic crises. The study employed Partial Least Squares Structural Equation Modeling (PLS-SEM) for analysis, offering insights into differential behavioral patterns across the identified spheres and advancing understanding of the challenges and opportunities for environmental action during economic downturns.This resource is valuable for researchers and policymakers interested in behavioral responses to intersecting economic and environmental challenges.