HIFDA - High-Frequency Electrical Voltage and Current Signals from Household Appliances by Víctor M. Navarro, Marta Barragán, Rubén Nieto, Jesús Ureña, Álvaro Hernández

“…These aim to disaggregate energy consumption and classify appliances using data from a single-point smart meter at a household’s grid mains. …”
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Hyperspectral dataset of historical documents and mock-ups from 400 to 1700 nm (HYPERDOC) by Ana Belén López-Baldomero, Juan Luis Nieves, Francisco Moronta-Montero, Miguel Ángel Martínez-Domingo, Ramón Fernández-Gualda, Javier Hernández-Andrés, Anna Sofía Reichert, Ana López-Montes, Teresa Espejo, Javier Romero, Eva María Valero

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Harmonized aerosol size distribution, cloud condensation nuclei, chemistry and optical properties at 10 sites by Elisabeth Andrews, Inés Zabala, Gerardo Carrillo-Cardenas, Gloria Titos, Juan Andrés Casquero-Vera, A. Gannet Hallar

“…This data set may be useful for studying aerosol processes and, with other data, assessing aerosol-cloud- interactions. …”
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A non-optically active lake salinity dataset by satellite remote sensing by Mingming Deng, Ronghua Ma, Lixin Wang, Minqi Hu, Kun Xue, Zhigang Cao, Junfeng Xiong, Zhengyang Yu

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Open ultrawidefield fundus image dataset with disease diagnosis and clinical image quality assessment by Shucheng He, Xin Ye, Wenbin Xie, Yingjiao Shen, Shangchao Yang, Xiaxing Zhong, Hanyi Guan, Xiangpeng Zhou, Jiang Wu, Lijun Shen

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A dataset of synthetic, maturation-informed magnetic resonance images of the human fetal brain by Hélène Lajous, Andrés Le Boeuf Fló, Pedro M. Gordaliza, Oscar Esteban, Ferran Marques, Vincent Dunet, Mériam Koob, Meritxell Bach Cuadra

“…However, since it is not the first-line diagnostic tool in this sensitive population, data remain scarce and heterogeneous across scanners and hospitals. …”
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An fMRI Dataset on Occluded Image Interpretation for Human Amodal Completion Research by Bao Li, Li Tong, Chi Zhang, Panpan Chen, Long Cao, Hui Gao, ZiYa Yu, LinYuan Wang, Bin Yan

“…This dataset includes fMRI responses and behavioral data from 65 participants. The OIID enables researchers to identify the brain regions involved in processing occluded images and examines individual differences in functional responses. …”
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SmellyCode++: Multi-Label Dataset for Code Smell Detection by Nawaf Alomari, Amal Alazba, Hamoud Aljamaan, Mohammad Alshayeb

“…Method: We collected code from 103 Java projects, parsed it into Abstract Syntax Trees (ASTs), extracted features, and annotated samples based on prior studies. Data cleaning, unification, and merging techniques were applied to support four code smells: God Class, Data Class, Feature Envy, and Long Method. …”
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An improved spatially downscaled solar-induced chlorophyll fluorescence dataset from the TROPOMI product by Siyuan Chen, Liangyun Liu, Lichun Sui, Xinjie Liu, Yan Ma

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Comprehensive full-Length transcriptomic resource for wing dimorphism in English green aphid, Sitobion avenae by Yi Yan, Qiuting Lv, Guohua Wei, Yaxin Gu, Linyuan Wu, Cong Zhang, Yunhui Zhang, Xun Zhu, Xuguo Zhou, Xiangrui Li

“…To support research and data sharing on the molecular basis of this trait, we generated full-length transcriptomes from three different developmental stages of winged and wingless morphs using PacBio SMRT and Illumina HiSeq sequencing platforms. …”
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A chromosomal-level genome assembly of the tropical sea cucumber Stichopus fusiformiossa by Nyok-Sean Lau, Noorizan Miswan, Nurlina Rosli, Sixu Gong, Izzat Irfan, Mathan Ganasan, Sau Pinn Woo, Annette Jaya-Ram

“…This high-quality genome assembly and Iso-Seq transcriptome data provide a valuable resource for advancing genetic and functional studies in S. fusiformiossa, supporting future research into its unique biological traits and potential applications.…”
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A reference database enabling in-depth proteome and PTM analysis of mouse immune cells by Devon Siemes, Hannah Voss, Federica Benvenuti, Francesca Simoncello, Dominik Kopczynski, Bente Siebels, Hartmut Schlüter, Laxmikanth Kollipara, Albert Sickmann, Daniel Robert Engel, Olga Shevchuk

“…Additionally, the database provides data on > 20,000 post-translationally modified proteotypic peptides (oxidation, phosphorylation, methylation, acetylation, deamidation and N-glycosylation) across the selected immune cell populations. …”
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Whole genome sequences of 297 Duolang sheep for litter size by Chao Fang, Tom Druet, Hang Cao, Wujun Liu, Qiuming Chen, Frederic Farnir

“…Additionally, the moderate-coverage WGS data are suitable for structural variant (SV) detection and downstream analyses such as association mapping and the identification of SVs underlying phenotypic traits.…”
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National-Scale In-Season Field Boundaries of Ukraine Using Remote Sensing by Yuval Sadeh, Josef Wagner, Shabarinath S. Nair, Oleksandra Oliinyk, Enguerran Belles, Ayman Bibih, Léna D’Harboullé, Hamza Bendahmane, Manav Gupta, Inbal Becker-Reshef

“…The method was developed to address the need for timely, in-season, and accurate field boundary data, particularly during rapidly evolving situations such as the ongoing conflict in Ukraine. …”
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Lights, Camera, Emotion: REELMO’s 1060 Hours of Affective Reports to Explore Emotions in Naturalistic Contexts by Erika Sampaolo, Giacomo Handjaras, Giada Lettieri, Luca Cecchetti

“…Its high temporal resolution, rich annotations, and integration with fMRI data enable investigations into the interplay between sensory information, narrative structures, and contextual factors in shaping emotional experiences, as well as the study of affective chronometry, mixed-valence states, psychological trait influences, and machine learning applications in affective (neuro)science.…”
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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 coastal hospitality sector database for vulnerability assessments in Veneto and Emilia-Romagna, ItalyZenodo by Vilane Gonçalves Sales

“…Data collection employed a multi-source approach combining web scraping, API queries from Google Places, and crowdsourced repositories (Eubucco, Overture Maps), with meticulous validation protocols ensuring robust data quality. …”
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A pluripotent stem cell atlas of multilineage differentiation by Sophie Shen, Tessa Werner, Han Sheng Chiu, Xiaoli Chen, Quan Nguyen, Nathan J. Palpant

“…The combined dataset of over 60,000 cells spans cell types from a time course of differentiation across all germ layers, ranging from gastrulation cell states to progenitor and committed cell types. These data provide a diverse benchmarking reference point to compare against in vivo development and advance understanding of signalling regulation of differentiation, providing insights into protocol development, drug screening, and regenerative medicine applications.…”
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DIODEM – A Diverse Inertial and Optical Dataset of kinEmatic chain Motion by Simon Bachhuber, Dustin Lehmann, Ive Weygers, Thomas Seel

“…Current IMT algorithms require systematic evaluation across combinations of these challenges in controlled environments with accurate ground truth data. This paper presents DIODEM–a comprehensive dataset comprising 46 minutes of synchronized optical and inertial data from five-segment Kinematic Chains (KCs). …”
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Dataset of binocularly coded steady-state visual evoked potentials recorded with an augmented reality headset by Yufeng Ke, Yuheng Han, Peishuai Liu, Dong Ming

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