Comprehensive Dataset for Event Classification Using Distributed Acoustic Sensing (DAS) Systems by Adrian Tomasov, Pavel Zaviska, Petr Dejdar, Ondrej Klicnik, Tomas Horvath, Petr Munster

“…Abstract Distributed Acoustic Sensing (DAS) technology leverages optical fibers to detect acoustic signals over long distances, offering high-resolution data critical for applications such as seismic monitoring, structural health monitoring, and security. …”
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BladeSynth: A High-Quality Rendering-Based Synthetic Dataset for Aero Engine Blade Defect Inspection by M. A. Mohammed Eltoum, Ehtesham Iqbal, Yahya Zweiri, Brain Moyo, Yusra Abdulrahman

“…This dataset is then used to train a defect inspection model, thereby addressing data scarcity and enhancing defect detection accuracy in industrial applications. …”
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Telomere-to-telomere genome assembly of Phoxinus lagowskii by Yanfeng Zhou, Chunhai Chen, Dian Fang, Chenhe Wang, Yajuan Peng, Binhu Wang, Minying Zhang, Yang You, Yixin Liu, Guoping Deng, Jianbo Jian, Dongpo Xu

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EMG features dataset for arm activity recognitionGoogle Drive by Koundinya Challa, Issa W. AlHmoud, Chandra Jaiswal, Anish C. Turlapaty, Balakrishna Gokaraju

“…This study presents a dataset on hand gesture recognition using electromyography (EMG) signals. The data was collected from eight healthy subjects aged between 19 and 35 years, with each subject performing three distinct hand gestures (lifting, grabbing, and flexing). …”
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A Paired Database of Predicted and Experimental Protein Peptide Binding Information by Jazmine A. Torres, Chris A. Kieslich, Robert J. Pantazes

“…Abstract Peptides are important biomolecules, and their interactions with proteins make them useful in sensing and therapeutic applications. Computational peptide design methods can benefit from high-quality peptide-protein structures paired with thermodynamic data. …”
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A dataset of characterization factors for biodiversity impact assessment in OpenLCA and LCA for expertsZenodo by Julian Quandt, Jan Paul Lindner, Nico Mumm

“…Life Cycle Assessment (LCA) has emerged as a pivotal tool for evaluating the environmental sustainability of production systems; however, the integration of biodiversity impact assessments into LCA studies remains constrained by significant data gaps, limited spatial resolution, and methodological complexity. …”
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Ulmus minor response to Dutch elm disease: de novo transcriptome assembly and annotation by V. Chano, J. Sobrino-Plata, C. Martínez-Arias, C. Collada, J. Rodríguez-Calcerrada, J. A. Martín

“…We performed a de novo transcriptome assembly combining data from the three genotypes. The assembly was functionally annotated and validated through differential gene expression analysis of the response. …”
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LUND-PROBE – LUND Prostate Radiotherapy Open Benchmarking and Evaluation dataset by Viktor Rogowski, Lars E. Olsson, Jonas Scherman, Emilia Persson, Mustafa Kadhim, Sacha af Wetterstedt, Adalsteinn Gunnlaugsson, Martin P. Nilsson, Nandor Vass, Mathieu Moreau, Maria Gebre Medhin, Sven Bäck, Per Munck af Rosenschöld, Silke Engelholm, Christian Jamtheim Gustafsson

“…Manual segmentation of these volumes is regarded as the gold standard for ground truth in machine learning applications, but to acquire such data is tedious and time-consuming. …”
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Chromosome-level genome assembly of the endangered tree species Ormosia henryi Prain by Chengchuan Zhou, Qiang Wen, Dan Zeng, Changqing Guo, Zhiwen Guo, Liting Liu, Tianlin Ouyang

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Correction: Development and extensive sequencing of a broadly-consented Genome in a Bottle matched tumor-normal pair by Jennifer H. McDaniel, Vaidehi Patel, Nathan D. Olson, Hua-Jun He, Zhiyong He, Kenneth D. Cole, Alexander A. Gooden, Anthony Schmitt, Kristin Sikkink, Fritz J. Sedlazeck, Harsha Doddapaneni, Shalini N. Jhangiani, Donna M. Muzny, Marie-Claude Gingras, Heer Mehta, Sairam Behera, Luis F. Paulin, Alex R. Hastie, Hung-Chun Yu, Victor Weigman, Alison Rojas, Katie Kennedy, Jamie Remington, Isai Salas-González, Mitch Sudkamp, Kelly Wiseman, Bryan R. Lajoie, Shawn Levy, Miten Jain, Stuart Akeson, Giuseppe Narzisi, Zoe Steinsnyder, Catherine Reeves, Jennifer Shelton, Sarah B. Kingan, Christine Lambert, Primo Baybayan, Aaron M. Wenger, Ian J. McLaughlin, Aaron Adamson, Christopher Kingsley, Melanie Wescott, Young Kim, Benedict Paten, Jimin Park, Ivo Violich, Karen H. Miga, Joshua Gardner, Brandy McNulty, Gail L. Rosen, Rajiv McCoy, Francesco Brundu, Erfan Sayyari, Konrad Scheffler, Sean Truong, Severine Catreux, Lesley Chapman Hannah, Doron Lipson, Hila Benjamin, Nika Iremadze, Ilya Soifer, Gat Krieger, Stephen Eacker, Mary Wood, Erin Cross, Greg Husar, Stephen Gross, Michael Vernich, Mikhail Kolmogorov, Tanveer Ahmad, Ayse G. Keskus, Asher Bryant, Francoise Thibaud-Nissen, Jonathan Trow, Jacqueline Proszynski, Jeremy Wain Hirschberg, Krista Ryon, Christopher E. Mason, Mital S. Bhakta, J. Zachary Sanborn, Elizabeth M. Munding, Justin Wagner, Chunlin Xiao, Andrew S. Liss, Justin M. Zook

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A Multimodal Dataset of Cardiac, Electrodermal, and Environmental Signals by Cezar Anicai, Muhammad Zeeshan Shakir

“…This process resulted in a total of over 600 minutes of data, recorded under varied indoor ambient conditions. …”
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The Water Health Open Knowledge Graph by Anna Sofia Lippolis, Giorgia Lodi, Andrea Giovanni Nuzzolese

“…Thus, the availability of effective, meaningful and open data is crucial to address those issues in the broader context of the Sustainable Development Goals of clean water and sanitation as targeted by the United Nations. …”
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Crypto-asset trading on top of Ethereum Blockchain comprehensive dataset by Shahar Somin, Yaniv Altshuler, Alex Pentland

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Constructing the commuting backbone network dataset for the United States by Jinpeng Wang, Yujie Hu

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A MALDI-ToF mass spectrometry database for identification and classification of highly pathogenic bacteria by Peter Lasch, Wolfgang Beyer, Alejandra Bosch, Rainer Borriss, Michal Drevinek, Susann Dupke, Monika Ehling-Schulz, Xuewen Gao, Roland Grunow, Daniela Jacob, Silke R. Klee, Armand Paauw, Jörg Rau, Andy Schneider, Holger C. Scholz, Maren Stämmler, Le Thi Thanh Tam, Herbert Tomaso, Guido Werner, Joerg Doellinger

“…We hope that our MALDI-ToF MS data may also be a valuable resource for developing machine learning-based bacterial identification and classification methods.…”
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A text dataset of fire door defects for pre-delivery inspections of apartments during the construction stageFigshare by Seunghyeon Wang, Sungkon Moon, Ikchul Eum, Dongjin Hwang, Jaejun Kim

“…Combining automated methods with textual data can facilitate the rapid identification and diagnosis of faults. …”
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IPD-Brain: An Indian histopathology dataset for glioma subtype classification by Ekansh Chauhan, Amit Sharma, Megha S. Uppin, Manasa Kondamadugu, C. V. Jawahar, P. K. Vinod

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Pockmarks of the Mediterranean region seas: A Comprehensive Geodatabase for Marine Geomorphological Analysis by Daniele Spatola, Marzia Rovere, Daniele Casalbore, Francesco Latino Chiocci

“…Through georeferencing over 7,516 pockmarks from the recent literature, we have built an active and systematic database with the aim of incorporating significant data on these seafloor morphologies. The database can have a number of applications: it can be used to assist submarine infrastructure planning (e.g. pipelines, offshore wind farms), ecological study (e.g. pockmarks are habitat for sensitive benthic communities), and natural resource appraisal (e.g. hydrocarbon reservoirs, gas hydrates, offshore groundwater). …”
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Energy consumption and IEQ monitoring in two university apartment buildings: Pre-retrofit dataset by Shayan Mirzabeigi, Sameeraa Soltanian-Zadeh, Bess Krietemeyer, Bing Dong, Jianshun “Jensen” Zhang

“…The metadata model of the building systems and sensors were created using the Brick schema. A data curation was applied to clean and organize the raw data as research-grade dataset. …”
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Joint variation and ZhuYin dataset for Traditional Chinese document enhancement by Shi-Wei Lo, Hsiu-Mei Chou, Jyh-Horng Wu

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