IBERBIRDS: A dataset of flying bird species present in the Iberian PeninsulaZenodo by Paula Rodríguez, Rubén Parte, Guillermo A. González, Alejandra Gacho, Darío Santos, Rubén Usamentiaga, Oscar D. Pedrayes

“…Advancements in computer vision and deep learning have transformed ecological monitoring and species identification, enabling automated and accurate data labelling. Despite these advancements, robust AI-driven solutions for avian species recognition remain limited, primarily due to the scarcity of high-quality annotated datasets. …”
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Exploring Proinov-type and Banach-type contractions in fuzzy bipolar metric spaces by Koon Sang Wong, Zabidin Salleh, Habibulla Akhadkulov, Utkir Nematovich Kuljanov

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Removal of Cr(VI) from Aqueous Solutions Using Powder of Potato Peelings as a Low Cost Sorbent by Farai Mutongo, Olga Kuipa, Pardon K. Kuipa

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Forecasting the forced van der Pol equation with frequent phase shifts using Reservoir Computing by Sho Kuno, Hiroshi Kori

“…Our results suggest that RC could be utilized for such applications.…”
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A Dataset of Real and Synthetic Speech in Ukrainian by Khrystyna Lipianina-Honcharenko, Hennadii Bohuta, Adam Ivaniush, Mariana Soia

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Vehicle-to-Vehicle Flooding Datasets using MK5 On-board Unit Devices by Breno Sousa, Naercio Magaia, Sara Silva, Nguyen Thanh Hieu, Yong Liang Guan

“…Although flooding attacks in vehicular contexts have been the focus of attention of the research community, most proposed datasets are generated using simulated data and only contain the modeled network’s behavior. …”
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Remediating toxic elements with sunflower, hemp, castor bean, & bamboo: an open dataset of harmonized variables by Hyunji Ha, Ken G. Sweat, Kendra D. Conrow, Richard S. Haney, Thomas M. Cahill, David S. LeBauer, Maxwell C. K. Leung

“…Two hundred thirty-eight studies had data on soil types, elemental pollution, and plant components for calculating bioconcentration factors. …”
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Dataset for estimating reinforcement, width and penetration of the weld bead in the GMAW process using thermographic informationfigshare by Bruno Mota de Souza, Guillermo Alvarez Bestard, Sadek C. Absi Alfaro

“…Data from four experiments are available, offering extensive material for training, validation, and further exploration.…”
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BigSolDB 2.0, dataset of solubility values for organic compounds in different solvents at various temperatures by Lev Krasnov, Dmitry Malikov, Marina Kiseleva, Sergei Tatarin, Sergey Sosnin, Stanislav Bezzubov

“…The molecular structures of solutes and solvents as well as solubility data are standardized and provided in a machine-readable format, allowing straightforward data-driven analysis. …”
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An OpenStreetMap derived building classification dataset for the United States by Henrique F. de Arruda, Sandro M. Reia, Shiyang Ruan, Kuldip S. Atwal, Hamdi Kavak, Taylor Anderson, Dieter Pfoser

“…Abstract Building classification is crucial for population estimation, traffic planning, urban planning, and emergency response applications. Although essential, such data is often not readily available. …”
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An artificial intelligence accelerated ab initio molecular dynamics dataset for electrochemical interfaces by Yong-Bin Zhuang, Chang Liu, Jia-Xin Zhu, Jin-Yuan Hu, Jia-Bo Le, Jie-Qiong Li, Xiao-Jian Wen, Xue-Ting Fan, Mei Jia, Xiang-Ying Li, Ao Chen, Lang Li, Zhi-Li Lin, Wei-Hong Xu, Jun Cheng

“…Abstract Understanding atomic-scale structures at electrochemical interfaces is essential for advancing research and applications in electrochemistry. While experiments can provide detailed microscopic insights, their complexity and inefficiency often limit the large-scale generation of data. …”
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Multi-resolution X-ray micro-computed tomography images of carbonate rocks from brazilian pre-salt by Alyne Duarte Vidal, Aurea Pereira Martins Neta, Júlio de Castro Vargas Fernandes, Lizianne Carvalho Medeiros, Carlos Eduardo Menezes dos Anjos, Rodrigo Surmas, Alexandre Gonçalves Evsukoff

“…However, in the field of earth sciences, particularly in digital rock physics applications, open data remains scarce. To bridge this gap, we introduce a dataset comprising 16 rock samples from the Brazilian pre-salt region, available in both low resolution (48 μm - 64 μm) and high resolution (6 μm - 8 μm). …”
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FOVEA: Preoperative and intraoperative retinal fundus images with optic disc and retinal vessel annotations by Claudio S. Ravasio, Blanca Flores-Sánchez, Edward Bloch, Christos Bergeles, Lyndon da Cruz

“…The annotations were validated and converted into binary segmentation masks, with the code used available on GitHub. We expect this data to be useful for deep learning applications aimed at supporting surgeons during vitreoretinal surgery procedures e.g. by localising points of interest or registering additional imaging modalities.…”
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Comprehensive particle size database of surface sediments from different dune types in the Kubuqi Desert,China by Cheng Xi, Hejun Zuo, Min Yan, Yu Yan

“…The methodology and datasets in this paper are also applicable to other arid regions and are a valuable resource for comparative studies of different types of dunes in deserts, which can provide important data for the formation and evolution of dunes, as well as deserts, sand sources, and the restoration of weathered environments.…”
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Human Mobility Datasets in the Complex Metro System of Shanghai by Peiyan Sun, Jinming Yang, Zongyuan Huang, Shaoyu Huang, Shengyuan Xu, Weipeng Wang, Wenxuan Guo, Yuting Feng, Xi Zhai, Tao Yang, Xiaokang Yang, Yaohui Jin, Yanyan Xu

“…Supplemental metadata, including station attributes, network topology, and meteorological records further support potential applications. This city-scale metro flow dataset could be utilized in advancing research in transportation modeling, spatio-temporal data mining, and urban mobility analysis.…”
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An Integrated Mycobacterial CT Imaging Dataset with Multispecies Information by Zhilin Han, Yuyang Zhang, Wenlong Ding, Xiaoting Zhao, Bingzhen Jia, Tingting Liu, Liang Wan, Zhiheng Xing

“…We address this gap by introducing the first comprehensive CT dataset combining 430 NTM and 871 tuberculosis cases, supplemented with clinical parameters including demographics, symptoms, and mycobacterial species data. This resource aims to catalyze AI algorithm development for differential diagnosis, ultimately enhancing precision in NTM management through advanced machine learning applications.…”
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Russian Financial Statements Database: A firm-level collection of the universe of financial statements by Sergey Bondarkov, Viktor Ledenev, Dmitry Skougarevskiy

“…With 56.6 million geolocated firm-year observations gathered from two official sources, the RFSD features multiple end-user quality-of-life improvements such as data imputation, statement articulation, harmonization across data providers and formats, and data enrichment. …”
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China’s Well-Facilitated Farmland distribution dataset by Abdusalam Turup, Jun Zhang, Wenchao Ma, Bingxin Ma, Yue Zhang, Zaeem Hassan Akhter, Longhui Li

“…Timely monitoring and generation of a public WFF dataset are critical for assessing China’s food production and security. However, such data are not currently available for research community or industrial sector. …”
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Dataset on passenger experience after riding an autonomous ferryDataverse by Erik Veitch, Taufik Akbar Sitompul, Ole Andreas Alsos

“…Autonomous vehicles are being increasingly tested for transportation applications, yet investigations of user experience remain relatively rare. …”
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Protest in times of change. The PROTEiCA project survey by Daniel Romero-Portillo, Manuel Jiménez-Sánchez

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