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Data, Volume 10, Issue 4

April 2025 - 15 articles

Cover Story: Freshwater ecosystems are among the most threatened globally, facing pollution, fragmentation, habitat degradation, and climate change. These pressures drive habitat and biodiversity loss and erode ecosystem services, making effective management and ecological restoration urgent. To overcome this challenge, the authors developed the River Restoration Units (R2Us) – a European geodataset that abides by river network functioning and facilitates data integration at comparable scales. These attributes make R2Us a comprehensive and useful tool for analysing and planning large-scale river management, ecological restoration, and conservation. This tool may support EU member states in implementing the EU Nature Restoration Law and empower researchers and decision-makers in freshwater conservation. View this paper
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Articles (15)

  • Article
  • Open Access
1,353 Views
22 Pages

A Comprehensive Data Maturity Model for Data Pre-Analysis

  • Lukas Knoflach,
  • Lin Shao and
  • Torsten Ullrich

19 April 2025

Data analysis is widely used in research and industry where there is a need to extract information from data. A significant amount of time within a data analysis project is required to prepare the data for subsequent analysis. This paper presents a c...

  • Article
  • Open Access
935 Views
27 Pages

A Partition-Based Hybrid Algorithm for Effective Imbalanced Classification

  • Kittipong Theephoowiang and
  • Anantaporn Hanskunatai

18 April 2025

Imbalanced classification presents a significant challenge in real-world datasets, requiring innovative solutions to enhance performance. This study introduces a hybrid binary classification algorithm designed to effectively address this challenge. T...

  • Article
  • Open Access
916 Views
20 Pages

Sharing Research Data in Collaborative Material Science and Engineering Projects

  • Tim Opatz,
  • Kim Feldhoff,
  • Hajo Wiemer and
  • Steffen Ihlenfeldt

15 April 2025

The objective of this paper was to examine the potential for the automated release of research data within the context of material science consortium projects, with adherence to the stipulated rules and contractual agreements, while also considering...

  • Article
  • Open Access
2 Citations
1,885 Views
19 Pages

10 April 2025

This paper introduces a neuro-symbolic approach for relational exploration in cultural heritage knowledge graphs, exploiting Large Language Models (LLMs) for explanation generation and a mathematically grounded model to quantify the interestingness o...

  • Article
  • Open Access
1,784 Views
18 Pages

7 April 2025

Beaver populations in the U.S. northeast are rising, increasing the number of beaver dams and ponds in suburban watersheds. These new beaver ponds may impact the way that harmful algal blooms occur by changing biogeochemical cycling and sediment char...

  • Article
  • Open Access
1 Citations
12,090 Views
13 Pages

1 April 2025

This study provides empirical evidence that cryptocurrency market movements are influenced by sentiment extracted from social media. Using a high frequency dataset covering four major cryptocurrencies (Bitcoin, Ether, Litecoin, and Ripple) from Octob...

  • Data Descriptor
  • Open Access
1,485 Views
13 Pages

Predictors of Immune Fitness and the Alcohol Hangover: Survey Data from UK and Irish Adults

  • Joris C. Verster,
  • Agnese Merlo,
  • Maureen N. Zijlstra,
  • Benthe R. C. van der Weij,
  • Anne S. Boogaard,
  • Sanne E. Schulz,
  • Jessica Balikji,
  • Andy J. Kim,
  • Sherry H. Stewart and
  • Simon B. Sherry
  • + 3 authors

1 April 2025

Immune fitness is defined as the capacity of the body to respond to health challenges (such as infections) by activating an appropriate immune response to promote health and prevent and resolve disease, which is essential for improving quality of lif...

  • Data Descriptor
  • Open Access
594 Views
5 Pages

Plankton Dataset During Austral Spring and Summer in the Valdés Biosphere Reserve, Patagonia, Argentina

  • Ariadna Celina Nocera,
  • Maité Latorre,
  • Valeria Carina D’Agostino,
  • Brenda Temperoni,
  • Carla Derisio,
  • María Sofía Dutto,
  • Anabela Berasategui,
  • Irene Ruth Schloss and
  • Rodrigo Javier Gonçalves

31 March 2025

The present dataset served to evaluate the plankton community composition and abundance in Nuevo Gulf (42°42′ S, 64°30′ W), a World Heritage Site in Argentinian Patagonia and part of the Valdés Biosphere Reserve. It reports...

  • Data Descriptor
  • Open Access
1 Citations
748 Views
11 Pages

29 March 2025

Wide-angle X-ray diffraction analysis is a powerful tool for investigating the structure and orientation of cellulose microfibrils in plant cell walls, but the complex relationship between diffraction patterns and underlying structural parameters rem...

  • Data Descriptor
  • Open Access
976 Views
13 Pages

River Restoration Units: Riverscape Units for European Freshwater Ecosystem Management

  • Gonçalo Duarte,
  • Angeliki Peponi,
  • Pedro Segurado,
  • Tamara Leite,
  • Florian Borgwardt,
  • Andrea Funk,
  • Sebastian Birk,
  • Maria Teresa Ferreira and
  • Paulo Branco

28 March 2025

Freshwater habitats and biota are among the most threatened worldwide. In Europe, significant efforts are being taken to counteract detrimental human impacts on nature. In line with these efforts, the MERLIN project funded by the H2020 program focuse...

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Data - ISSN 2306-5729