Spatial datasets of CMIP6 climate change projections for Canada and the United StatesNRCAN Climate Archives by Daniel W. McKenney, John H. Pedlar, Kevin Lawrence, Stephen R. Sobie, Kaitlin DeBoer, Tiziana Brescacin

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Dataset of shotgun metagenomic evaluation of Sorghum bicolor rhizosphere microbiome in soils preceded by Glycine maxNCBINCBINCBINCBI by Olubukola Oluranti Babalola, Ben Jesuorsemwen Enagbonma

“…The dataset presents the microbial diversity, community structure, and functional potential of the rhizosphere microbiome associated with Sorghum bicolor in response to crop rotation involving a Glycine max precursor. …”
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Understanding Individual Differences in Happiness Sources and Implications for Health Technology Design: Exploratory Analysis of an Open Dataset by Edel Ennis, Raymond Bond, Maurice Mulvenna, Colm Sweeney

“…ObjectiveThis paper aims to (1) present an analysis of how sex may interact with age, marital status, and parental status to predict individual differences in sources of happiness, and (2) to present a preliminary discussion of how open datasets may contribute to the process of designing health-related technology innovations. …”
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Algoritma K-Nearest Neighbor pada Kasus Dataset Imbalanced untuk Klasifikasi Kinerja Karyawan Perusahaan by Fitri Nuraeni, Dede Kurniadi, Moch Haiqal Diazki

Subjects: “…Imbalanced Dataset…”
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COph100: A comprehensive fundus image registration dataset from infants constituting the “RIDIRP” database by Yan Hu, Mingdao Gong, Zhongxi Qiu, Jiabao Liu, Hongli Shen, Mingzhen Yuan, Xiaoqing Zhang, Heng Li, Hai Lu, Jiang Liu

“…To address this gap, we introduce COph100, a novel and challenging dataset known as the Comprehensive Ophthalmology Retinal Image Registration dataset for infants with a wide range of image quality issues constituting the public “RIDIRP” database. …”
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A comprehensive dataset and neural network approach for named entity recognition in the Uzbek languageMendeley Data by Davlatyor Mengliev, Vladimir Barakhnin, Mukhriddin Eshkulov, Bahodir Ibragimov, Shohrux Madirimov

“…In this study, the authors presented a dataset for named entity recognition in the Uzbek language. …”
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Spatial Pattern and Evolution of Global Innovation Network from 2000 to 2019: Global Patent Dataset Perspective by Yuna Di, Yi Zhou, Lu Zhang, Galuh Syahbana Indraprahasta, Jinjin Cao

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Bean leaf image dataset annotated with leaf dimensions, segmentation masks, and camera calibrationMendeley Data by Karla Gabriele Florentino da Silva, Paulo Victor de Magalhães Rozatto, Kaio de Oliveira e Sousa, Lucas Dias Hudson, Artur Welerson Sott Meyer, Alemilson Fabiano Silva, Igor Tibiriçá Mendes, Alex Rodrigues Borges, Leandro Elias Morais, Luiz Maurílio da Silva Maciel, Saulo Moraes Villela, Helio Pedrini, Marcelo Bernardes Vieira

“…In this paper, we present a dataset composed of 6981 images of 612 common bean leaves (Phaseolus vulgaris). …”
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Low-resource MobileBERT for emotion recognition in imbalanced text datasets mitigating challenges with limited resources. by Muhammad Hussain, Caikou Chen, Sami S Albouq, Khlood Shinan, Fatmah Alanazi, Muhammad Waseem Iqbal, M Usman Ashraf

“…Extensive experiments on these benchmark datasets validate the effectiveness of our proposed FWL with adversarial training. …”
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Comprehensive dataset from high resolution UAV land cover mapping of diverse natural environments in Serbia by Bojana Ivošević, Nina Pajević, Sanja Brdar, Rana Waqar, Maryam Khan, João Valente

“…The scarcity of freely available HR datasets underscores the importance of multi-spectral HR aerial images. …”
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Ichnologic and sedimentologic datasets from the Ediacaran–Cambrian Chapel island formation, Newfoundland, CanadaMendeley Data by Romain Gougeon, M. Gabriela Mángano, Luis A. Buatois, Guy M. Narbonne, Brittany A. Laing, Maximiliano Paz

“…The datasets are of importance to researchers interested in the palaeoecological signals depicted in this classic Ediacaran–Cambrian succession or in the compilation of worldwide data for deciphering macro-evolutionary trends in early animal life.…”
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Avoiding the Inherent Limitations in Datasets Used for Measuring Aesthetics When Using a Machine Learning Approach by Adrian Carballal, Carlos Fernandez-Lozano, Nereida Rodriguez-Fernandez, Luz Castro, Antonino Santos

“…Since these datasets present problems, we proposed a new dataset that is a subset of DPChallenge.com. …”
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A Novel Oil Spill Dataset Augmentation Framework Using Object Extraction and Image Blending Techniques by Farkhod Akhmedov, Halimjon Khujamatov, Mirjamol Abdullaev, Heung-Seok Jeon

“…This study addresses these challenges by developing a novel approach to enhance the quality and diversity of oil spill datasets. Several studies have mentioned that the quality and size of a dataset is crucial for training robust vision-based deep learning models. …”
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3D Point Cloud from Millimeter-wave Radar for Human Action Recognition: Dataset and Method by Biao JIN, Kangsheng SUN, Hao WU, Zixuan LI, Zhenkai ZHANG, Yan CAI, Rongmin LI, Xiangqun ZHANG, Genyuan DU

“…This dataset is enhanced with advanced data processing techniques and cutting-edge human action recognition models. …”
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The Heidelberg Catechism: a hidden creedal text and catechetical manual in the Malawian Reformed Church 1889-2012 by W. S. D. Zeze

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Experimental dataset of a model-scale ship in calm water and wavesUniversity of Southampton Institutional Repository by Saeed Hosseinzadeh, Stephen Turnock, Haesol Lee, Rodolfo Olvera

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A Transcriptomic Dataset of Liver Tissues from Global and Liver-Specific Bmal1 Knockout Mice by Guohao Han, Dan Li, Haisen Zhang, Chao Li, Luda Yang, Tiantian Ma, Xuerong Wang, Bairong Ma, Xiaodie Wu, Yang Tao, Ziang Wang, Aihua Wang, Hsu-Wen Chao, Yaping Jin, Huatao Chen

“…Differential expression analysis and RT-qPCR validation confirmed the reliability and validity of the dataset. These data offer a valuable resource for researchers investigating the role of BMAL1 in liver physiology, pathology, and the broader field of circadian biology.…”
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High-Accuracy Real-Time Fish Detection Based on Self-Build Dataset and RIRD-YOLOv3 by Wenkai Wang, Bingwei He, Liwei Zhang

“…To better detect fish in an aquaculture environment, a high-accuracy real-time detection model is proposed. An experimental dataset was collected for fish detection in laboratory aquaculture environments using remotely operated vehicles. …”
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Evaluation of the Project P.A.T.H.S. Based on Students’ Weekly Diaries: Findings from Eight Datasets by Daniel T. L. Shek, Rachel C. F. Sun

“…(positive adolescent training through holistic social programmes) based on eight datasets collected between 2005 and 2009. A total of 1,138 students who participated in the program were randomly invited (from the whole grade or in some classes) to write a piece of journal in the form of a weekly diary in order to reveal their perceptions and feelings regarding the program and the perceived benefits of the program. …”
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Bringing Intelligence to SAR Missions: A Comprehensive Dataset and Evaluation of YOLO for Human Detection in TIR Images by Mostafa Rizk, Israa Bayad

“…This dataset is used for training and evaluating different variants of YOLOv8 and YOLOv7. …”
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