Chromosome-level genome assembly of Marco Polo Blister Beetle (Hycleus marcipoli) by Wenhui Zhu, Delong Guan, Jiawei Wang, Linlin Nie, Binbin Yao, Sheng-Quan Xu

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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

“…ElectroFace is designed to compile, visualize, and provide open access to interface data, fostering collaboration and accelerating progress in the field.…”
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Aerial video & trajectory dataset of vehicles on circular roadYouTubeGitHubZenodo by Kevin Riehl, Shaimaa K. El-Baklish, Anastasios Kouvelas, Michail A. Makridis

“…This article presents aerial video and vehicle trajectory data collected during a phantom traffic jam experiment with the Swiss television (SRF) at the driving test centre TCS Derendingen, Solothurn, from March 12th 2024. 14 vehicles were recorded for a total duration of 40 minutes with a drone from above, and vehicle trajectories were extracted using computer vision and Kalman filtering methodology. …”
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Annual 30 m land cover dataset on the Tibetan Plateau from 1990 to 2023 by Siya Li, Quansheng Ge, Fubao Sun, Qiulei Ji, Wenbin Liu, Ronggao Liu, Duanyang Xu, Zexing Tao

“…Abstract Accurate land cover data was fundamental for formulating sound land planning and sustainable development strategies. …”
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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

“…Navigator allows data users at the global, national, or local level to (1) explore overlapping regulations, (2) visualize where and what human activities are regulated, and (3) use a Level of Fishing Protection (LFP) score and other indicators in analysis with other data sets. …”
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A Comprehensive Behavioral Dataset for the Abstraction and Reasoning Corpus by Solim LeGris, Wai Keen Vong, Brenden M. Lake, Todd M. Gureckis

“…Abstract The Abstraction and Reasoning Corpus (ARC) is a visual program synthesis benchmark designed to test out-of-distribution generalization in machines. …”
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RoboMNIST: A Multimodal Dataset for Multi-Robot Activity Recognition Using WiFi Sensing, Video, and Audio by Kian Behzad, Rojin Zandi, Elaheh Motamedi, Hojjat Salehinejad, Milad Siami

“…The combination of CSI, visual, and auditory data can enhance robustness and accuracy in MRAR. …”
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Gran canaria vegetation segmentation dataset from multi-year aerial imagery for environmental monitoring and conservationZenodo by José Salas-Cáceres, Riccardo Balia, Marcos Salas-Pascual, Javier Lorenzo-Navarro, Modesto Castrillón-Santana

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SLIMBRAIN database: A multimodal image database of in vivo human brains for tumour detection by Alberto Martín-Pérez, Manuel Villa, Gonzalo Rosa Olmeda, Jaime Sancho, Guillermo Vazquez, Gemma Urbanos, Alejandro Martinez de Ternero, Miguel Chavarrías, Luis Jimenez-Roldan, Angel Perez-Nuñez, Alfonso Lagares, Eduardo Juarez, César Sanz

“…Two HS cameras, two depth cameras and different RGB sensors were used to capture images and videos from 193 patients. All the data in the SLIMBRAIN database can be used in a variety of ways, for example, to train ML models with more than 1 million HS pixels available and labelled by neurosurgeons, to reconstruct 3D scenes or to visualize RGB brain images with different pathologies, offering unprecedented flexibility for both the medical and engineering communities.…”
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Sea ice records over more than a century at an observatory facing the Okhotsk coast of Hokkaido, Japan by Takahiro Toyoda, Kento Tsukagawa, Yusuke Kimura, Honoka Abe, Meiji Honda, Yuki Yamada, Miku Amano, Yoshihiro Tachibana, Yuka Sawa, Keisuke Morimoto, Hiroaki Ueda, Katsushi Iwamoto, Kimihiro Itoh, Fumitake Shido, Hitoshi Tada, Hideki Kaneko, Katsuya Toyama, Naohiro Kosugi, Yusuke Ushijima, Masao Ishii

“…Here, we constructed the long-term sea ice observational data from the 1890s by combining data from the 1940s, already released by the Japan Meteorological Agency prior to this study, with further data shared for the first time in this study. …”
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An fMRI dataset in response to large-scale short natural dynamic facial expression videos by Panpan Chen, Chi Zhang, Bao Li, Li Tong, LinYuan Wang, ShuXiao Ma, Long Cao, ZiYa Yu, Bin Yan

“…NFED provides researchers with fMRI data for understanding of the visual processing of large number of natural facial expression videos.…”
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Multifaceted and extensive behavioral trajectories of genomically diverse Drosophila lines by Daiki X. Sato, Takahira Okuyama, Yuma Takahashi

“…Here, we present a comprehensive dataset containing behavioral movies and trajectories from over 30,000 Drosophila melanogaster individuals across 105 genetically distinct strains, including 104 wild-type strains from the Drosophila Genetic Reference Panel, along with one visually impaired mutant. These data, categorized by genetic background, sex, and social context (isolated or in groups), were collected during 15-minute sessions that included five minutes of repeated looming stimuli to elicit fear responses. …”
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A publicly available pharyngitis dataset and baseline evaluations for bacterial or nonbacterial classification by Negar Shojaei, Habib Rostami, Mohammad Barzegar, Shokooh Saadat Farzaneh, Zohreh Farrar, Majid Alimohammadi, Jahanbakhsh Keyvani, Mehdi Mirzad, Leila Gonbadi

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Dataset on wastewater quality monitoring with adsorption and reflectance spectrometry in the UV-vis range by Pierre Lechevallier, Günter Gruber, Vojtěch Bareš, Nicolas Neuenhofer, Laura Waldner, Abhinit Mahajan, Lena Mutzner, Jörg Rieckermann

“…We also gathered 86 samples after four rain events and analyzed them for twenty organic chemicals, providing insights into the impact of wet weather on pollutant levels. The data collection and processing methodologies are detailed, along with visualizations and analysis. …”
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Dataset combining EEG, eye-tracking, and high-speed video for ocular activity analysis across BCI paradigms by Eva Guttmann-Flury, Xinjun Sheng, Xiangyang Zhu

“…This online-available dataset contains over 46 hours of data from 31 subjects across 63 sessions, totaling 2520 trials for each of the first three paradigms, and 5670 for P300. …”
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Under-ice environment observations from a remotely operated vehicle during the MOSAiC expedition by Philipp Anhaus, Christian Katlein, Stefanie Arndt, Daniela Krampe, Benjamin A. Lange, Ilkka Matero, Evgenii Salganik, Marcel Nicolaus

“…Here, we present all available data, allowing for a year-round comprehensive picture of the under-ice environment.…”
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Agricultural greenhouses datasets of 2010, 2016, and 2022 in China by Yan Sun, Yuyun Zhang, Jian Hao, Jiang Li, Hengjun Ge, Feifei Jiang, Junna Liu, Xueqing Dong, Jiayuan Guo, Zhanbin Luo, Fu Chen

“…However, high-quality, high-resolution data on Chinese agricultural greenhouses are still lacking due to difficulties in identification and an insufficient number of representative training data. …”
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Spectral dataset of natural objects’ reflectance from the Southern cone of South America by Agustín Gutiérrez, Bárbara Silva, José M. Fanchini, Takuma Morimoto, Pablo A. Barrionuevo, María L. Sandoval-Salinas

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A database of life history parameters for Pacific coral reef fish by Anela K. Akiona, Brian J. Zgliczynski, Marisa M. Agarwal, Beverly J. French, Nathaniel Hanna Holloway, Katie A. Lubarsky, McClaran E. Shirley, Christopher J. Sullivan, Stuart A. Sandin

“…These data were collated from the literature, and were selected based on study sample size, representation of the species’ total length range, and data confidence. …”
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Single-Cell Transcriptomic Dataset of RPGR-associated Retinitis Pigmentosa Patient-Derived Retinal Organoids by Ting Li, Yuting Ma, Yun Cheng, Yingke Zhao, Zhixu Qiu, Hongli Liu, Daowei Zhang, Jiawen Wu, Junfeng Li, Shenghai Zhang, Jihong Wu

“…This study has provided data resources and references for exploring the mechanism of RPGR-related retinal degeneration and support the development of targeted therapies.…”
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