Pose estimation and tracking dataset for multi-animal behavior analysis on the China Space Station by Shengyang Li, Kang Liu, Han Wang, Rong Yang, Xuzhi Li, Yeqing Sun, Runtao Zhong, Wei Wang, Yan Li, Yuanjie Sun, Gaohong Wang

“…However, the limited image data of space animal and the lack of publicly accessible datasets with ground truth annotations have hindered the development of effective evaluation tools and methods. …”
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Image, speech, and ADS-B trajectory datasets for terminal airspace operations by Jay Patrikar, Joao Dantas, Brady Moon, Milad Hamidi, Sourish Ghosh, Nikhil Keetha, Ian Higgins, Atharva Chandak, Takashi Yoneyama, Sebastian Scherer

“…In total, TartanAviation provides 3.1M images, 3374 hours of Air Traffic Control speech data, and 661 days of ADS-B trajectory data. In addition to the raw data, we provide post-processed versions with synchronized, filtered, and interpolated data. …”
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A compound-target pairs dataset: differences between drugs, clinical candidates and other bioactive compounds by A. Lina Heinzke, Barbara Zdrazil, Paul D. Leeson, Robert J. Young, Axel Pahl, Herbert Waldmann, Andrew R. Leach

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Mirror Neurons in Monkey Frontal and Parietal Areas by Federica Tili, Monica Maranesi, Marco Lanzilotto, Carolina Giulia Ferroni, Alessandro Livi, Luca Bonini, Davide Albertini

“…The dataset includes spike times and behavioural events in HDF5 format, a standard for neuroscience data sharing, along with example MATLAB and Python code for dataset exploration and analysis. …”
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Spatial occurrence records and distributions of tropical Asian butterflies by Eugene Yu Hin Yau, Emily E. Jones, Toby Pak Nok Tsang, Shuang Xing, Richard T. Corlett, Patrick Roehrdanz, David J. Lohman, Adam Kai Chi Lee, Catherine Wai Ching Hai, Shawan Chowdhury, Jane K. Hill, Jade A. T. Badon, Cheong Weei Gan, Yves Basset, I-Ching Chen, Suzan Benedick, Anuj Jain, Tiffany L. T. Ki, Krushnamegh Kunte, Akihiro Nakamura, Lien Van Vu, Sarah A. Scriven, Alice C. Hughes, Timothy C. Bonebrake

“…We encourage the continued development of this dataset and the associated code as a tool for the conservation of tropical Asian insects.…”
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Dataset of 37-subject EEG recordings using a low-cost mobile EEG headset during a semantic relatedness judgment taskOpen Science Framework by Hannah Begue Hayes, Cyrille Louis Magne

“…The MATLAB scripts for EEG analysis and the Python code for stimulus presentation and data acquisition are also included. …”
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The North Pacific Eukaryotic Gene Catalog of metatranscriptome assemblies and annotations by R. D. Groussman, S. N. Coesel, B. P. Durham, M. J. Schatz, E. V. Armbrust

“…Assemblies were annotated by taxonomy and function, and enumerated by short read alignment. All data are available in the Zenodo repository, with underlying code available on github.…”
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A kinematic dataset of locomotion with gait and sit-to-stand movements of young adults by Simon Hanisch, Loreen Pogrzeba, Evelyn Muschter, Shu-Chen Li, Thorsten Strufe

“…Our dataset is unique in that it allows the study of both intra- and inter-participant variability with high quality kinematic motion data for different motion tasks. Along with the raw kinematic data, we provide the source code for phase segmentation and the processed data, which has been segmented into a total of 4672 individual motion repetitions. …”
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A Comprehensive Polish Medical Speech Dataset for Enhancing Automatic Medical Dictation by Andrzej Czyżewski, Sebastian Cygert, Karolina Marciniuk, Maciej Szczodrak, Arkadiusz Harasimiuk, Piotr Odya, Marina Galanina, Piotr Szczuko, Bożena Kostek, Beata Graff, Dariusz Szplit, Mariusz Budzisz, Krzysztof Narkiewicz

“…Fine-tuning with human recordings reduces WER to 15.47, and incorporating anonymized and synthetic data further lowers it to 13.91. We open-source the dataset, fine-tuned model, and code on Kaggle to support continued research in medical speech recognition.…”
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Development of longitudinal datasets (2000–2020) with high spatiotemporal resolution for air pollution exposure assessment in CanadaFRDR) by Anas Alhusban, Yasar Burak Oztaner, Markey Johnson, Mastaneh Rezasefat, Negin Hojjatzadeh, Israa Moussa, Mahsa Soleimani, Saeed Nadi, Shunliu Zhao, Hwashin Shin, Joyce J.Y. Zhang, Amir Hakami

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AzSLD: Azerbaijani sign language dataset for fingerspelling, word, and sentence translation with baseline softwareZenodo by Nigar Alishzade, Jamaladdin Hasanov

“…To facilitate efficient usage of the dataset, we provide technical instructions and source code for a data loader. Researchers and developers working on sign language recognition, translation, and synthesis systems will find AzSLD invaluable, as it offers a rich repository of labeled data for training and evaluation purposes.…”
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An enhanced national-scale urban tree canopy cover dataset for the United States by Lucila M. Corro, Kenneth J. Bagstad, Mehdi P. Heris, Peter C. Ibsen, Karen G. Schleeweis, Jay E. Diffendorfer, Austin Troy, Kevin Megown, Jarlath P. M. O’Neil-Dunne

“…Additionally, our model code can be used to improve moderate-resolution TCC in other parts of the world where high-resolution land cover data have limited spatiotemporal availability.…”
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Updating “A dataset on patient-individual lymph node involvement in oropharyngeal squamous cell carcinoma” with an additional dataset from a second institutionzenodo by Sergi Benavente, Roman Ludwig, Panagiotis Balermpas, Jan Unkelbach

“…Additionally, we report clinicopathological factors such as sex, age, alcohol and nicotine abuse, HPV status, TNM stage, tumor subsite (ICD-10 code) and tumor volume, and whether the tumor extended over the mid-sagittal plane.The additional data is made available in the same CSV file format as the records of the initial dataset. …”
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Open multi-center intracranial electroencephalography dataset with task probing conscious visual perception by Alia Seedat, Alex Lepauvre, Jay Jeschke, Urszula Gorska-Klimowska, Marcelo Armendariz, Katarina Bendtz, Simon Henin, Rony Hirschhorn, Tanya Brown, Erika Jensen, Csaba Kozma, David Mazumder, Stephanie Montenegro, Leyao Yu, Niccolò Bonacchi, Diptyajit Das, Kyle Kahraman, Praveen Sripad, Fatemeh Taheriyan, Orrin Devinsky, Patricia Dugan, Werner Doyle, Adeen Flinker, Daniel Friedman, Wendell Lake, Michael Pitts, Liad Mudrik, Melanie Boly, Sasha Devore, Gabriel Kreiman, Lucia Melloni

“…The de-identified dataset contains demographics, clinical information, electrode reconstruction, behavioral performance, and eye-tracking data. We also provide code to preprocess and analyze the data. …”
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Construction, Deployment, and Usage of the Human Reference Atlas Knowledge Graph by Andreas Bueckle, Bruce W. Herr, Josef Hardi, Ellen M. Quardokus, Mark A. Musen, Katy Börner

“…This work (1) provides data and code for HRA KG construction; (2) details HRA KG deployment as Linked Open Data; and (3) illustrates HRA KG usage via application programming interfaces, user interfaces, and data products. …”
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Paraly: An (annotated) dataset for exploring the concept of paralysis (fr. ‘paralysie’) in a digital corpus of French LiteratureMADATA by Daniela Kuschel, Renat Shigapov

“…The dataset contains original OCR-ed texts with their metadata, the annotations of text excerpts containing the character sequence ``paraly”, the annotation guidelines, a model and application for automatic annotations, and codes for data collection, extraction, processing, and training. …”
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4D-CTA image and geometry dataset for kinematic analysis of abdominal aortic aneurysmsZenodo by Mostafa Jamshidian, Adam Wittek, Saeideh Sekhavat, Farah Alkhatib, Jens Carsten Ritter, Paul M. Parizel, Donatien Le Liepvre, Florian Bernard, Ludovic Minvielle, Antoine Fondanèche, Jane Polce, Christopher Wood, Karol Miller

“…The ground truth data includes the patient-specific finite element (FE) biomechanical model and a synthetic systolic 3D-CTA image. …”
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Draft genome assembly of the largemouth bass (Micropterus salmoides) by Tao Zhu, Hongmei Song, Jinxing Du, Caixia Lei, Jing Tian, Chenghui Wang, Chuanju Dong, Shengjie Li

“…Following the assembly and annotation, a draft assembly for male LMB was obtained. Data description This work generated PacBio data of 164.5 Gb, Hi-C data of 113.4 Gb, Illumina data of 54.7 Gb, and Iso-Seq data of 22.8 Gb. …”
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Molecular characterization and phylogenetic analyses of the mitogenome of Wan-Xi white goose, a native goose breed in China by Lunbin Xia, Shaoshuai Bi, Yafei Zhang, Cunwu Chen, Naidong Chen

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Enhancing Health Research with Machine Learning: Practical Case Studies Using the All of Us Researcher Workbench by Jonathan R. Holt, Stefanee Tillman, Javan Carter, Edward Preble, Sheryl C. Cates, Daniel Brannock, Michael Long, John McCarthy, Leslie Zapata Leiva, Jamboor K. Vishwanatha, Toufeeq Syed, Legand Burge, Robert T. Mallet, Shelly Kowalczyk, Jennifer D. Uhrig, Megan A. Lewis

“…The All of Us Research Program offers unprecedented access to a wealth of health data. To harness this potential, researchers must navigate the All of Us database structure, develop machine learning skills, and apply coding effectively. …”
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