Navigator - a global database of verified marine protected and managed area regulations and boundaries by Virgil Zetterlind, Jennifer Sletten, Claire Colegrove, Alex Driedger, Samantha Cope King, Nicole Raudsepp, Fabio Favoretto, Timothe Vincent

“…Abstract Comprehensive, global, and standardized data on ocean regulations are essential to assess protection levels. …”
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A high-resolution electric vehicle charging transaction dataset with multidimensional features in China by Yuanshi Zhang, Tongxin Xu, Tao Chen, Qinran Hu, Hongrui Chen, Xukun Hu, Zilv Jiang

“…Abstract The charging transaction data of electric vehicle (EV) users is crucial for studying charging market dynamics and formulating effective policies. …”
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Parallel Datasets for Classification of Respiratory Rhythm Phases by Julian Szymański, Maciej Szefler, Kacper Karski, Filip Krawczak, Damian Jankowski

“…The data have been stored in CSV format and organized through a directory structure according to different breath patterns. …”
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Long-term homogenized air temperature and precipitation datasets in Romania, 1901–2023 by Alexandru Dumitrescu, Dana Micu, Jose Guijarro, Ancuta Manea, Sorin Cheval

“…The homogenization methodology involved multiple stages, including data preprocessing, quality control, and breakpoint detection, resulting in a robust dataset that eliminates non-climatic biases. …”
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SuperBand: an Electronic-band and Fermi surface structure database of superconductors by Tengdong Zhang, Chenyu Suo, Yanling Wu, Xiaodan Xu, Yong Liu, Dao-Xin Yao, Jun Li

“…As an example, we have curated a dataset containing information on 1,362 superconductors along with their experimentally determined superconducting transition temperatures (T c ) as well as 1,112 experimentally verified non-superconducting materials, which is well-suited for machine learning applications. This dataset is constructed with a focus on data quality, accessibility, and usability for machine learning models aimed at predicting superconducting properties.…”
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ZASCA-sum: A dataset of the South Africa supreme courts of appeal judgments and media summaries for legal documents summarization researchHuggingface by Idris Abdulmumin, Vukosi Marivate

“…This paper provides a detailed description of the dataset, covering the data collection process, timeline, processing, and potential applications in the field. …”
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DM-FS: A Comprehensive Database on Death-Modulated Fatal Shootings by Jacob Verrey

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A benchmark dataset for objective quality assessment of view synthesis for neural radiance field (NeRF)Figshare by Chibuike Onuoha, Shihao Luo, Jean Flaherty, Truong Thu Huong, Pham Ngoc Nam, Truong Cong Thang

“…Neural Radiance Fields (NeRF) are revolutionizing diverse fields such as autonomous driving, education, and virtual reality (VR). As their applications expand, the ability to accurately evaluate the quality of NeRF-generated content becomes essential. …”
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SCANIA Component X dataset: a real-world multivariate time series dataset for predictive maintenance by Zahra Kharazian, Tony Lindgren, Sindri Magnússon, Olof Steinert, Oskar Andersson Reyna

“…The dataset includes operational data, repair records, and specifications related to Component X while maintaining confidentiality through anonymization. …”
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A dataset for vineyard disease detection via multispectral imagingZenodo by Alessio Saccuti, Filippo Graziosi, Dario Lodi Rizzini

“…The data were collected using a Micasense RedEdge-P multispectral camera, capturing six spectral bands across 172 image captures of three different grapevine varieties used in Lambrusco wines: Ancellotta, Marani, and Salamino. …”
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Manually Annotated Drone Imagery Dataset for Automatic Coastline Delineation by Kamran Tanwari, Paweł Terefenko, Jakub Śledziowski, Andrzej Giza

“…Abstract Automatic delineation of coastline in coastal zones is an essential task for various applications including protection of coastal regions, disaster management, and planning. …”
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PAH101: A G W+BSE Dataset of 101 Polycyclic Aromatic Hydrocarbon (PAH) Molecular Crystals by Siyu Gao, Xingyu Liu, Yiqun Luo, Xiaopeng Wang, Kaiji Zhao, Vincent Chang, Bohdan Schatschneider, Noa Marom

“…Abstract The excited-state properties of molecular crystals are important for applications in organic electronic devices. The G W approximation and Bethe-Salpeter equation (G W+BSE) is the state-of-the-art method for calculating the excited-state properties of crystalline solids with periodic boundary conditions. …”
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Hydrometeorological Network of Namal Valley, Pakistan by Muhammad Sheraz, Talha Manzoor, Malik Jahan Khan, Usman Ali, Hamza Tariq, Shabeh ul Hasson

“…Multiple aggregations of the dataset have been made available at hourly, daily, and monthly timescales. The data can be used for calibrating hydrological models for various applications such as flood prediction, watershed management, and decision-making for reservoir operation. …”
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MAVSD: A Multi-Angle View Segmentation Dataset for Detection of Solidago Canadensis L. by Hanru Li, Tianning Fu, Hongchi Hao, Zhibin Yu

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A Chromosome level assembly of pomegranate (Punica granatum L.) variety grown in arid environment by Himanshu V. Patankar, Luis F. Rivera, Fatima Omari Alzahrani, Rod A. Wing, Ikram Blilou

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An infrared dataset for partially occluded person detection in complex environment for search and rescue by Zhuoyuan Song, Yili Yan, Yixin Cao, Shengzhi Jin, Fugui Qi, Zhao Li, Tao Lei, Lei Chen, Yu Jing, Juanjuan Xia, Xiangyang Liang, Guohua Lu

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Nuremberg Letterbooks: A Multi-Transcriptional Dataset of Early 15th Century Manuscripts for Document Analysis by Martin Mayr, Julian Krenz, Katharina Neumeier, Anna Bub, Simon Bürcky, Nina Brolich, Klaus Herbers, Mechthild Habermann, Peter Fleischmann, Andreas Maier, Vincent Christlein

“…In the technical validation, we established baselines for various tasks, demonstrating data consistency and providing benchmarks for future research to build upon.…”
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Band structure database of layered intercalation compounds with various intercalant atoms and layered hosts by Naoto Kawaguchi, Kiyou Shibata, Teruyasu Mizoguchi

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A dataset to train intrusion detection systems based on machine learning models for electrical substationsZenodo by Esteban Damián Gutiérrez Mlot, Jose Saldana, Ricardo J. Rodríguez, Igor Kotsiuba, Carlos Gañán

“…In summary, the dataset addresses the critical need for high-quality, targeted data for tuning IDS at electrical substations and contributes to the advancement of secure and reliable power distribution networks.…”
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Biennial sub-meter tree coverage dataset of Orlando (2013–2021) by Danlu Cai, Leiqiu Hu, Janak Parajuli

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