Bridging the Gap: A Review of Machine Learning in Water Quality Control by Herlina Abdul Rahim, Nur Athirah Syafiqah Noramli, Indrabayu

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100 m soil landscape grids of Canada by Xiaoyuan Geng, Juanxia He, Victoria Grima, Yefang Jiang, Maggi Tetreau, Stephen Crittenden, Simon Kiley, Albert. J. VandenBygaart, Jason Vanrobaeys

“…Abstract With the latest collection of soil point and available co-variables data, 100 m grids of soil type and selected soil attributes of Canada are developed. …”
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Mondragon Unibertsitatea face-milling dataset for smart tool condition monitoring by Jose Joaquin Peralta Abadia, Mikel Cuesta Zabaljauregui, Felix Larrinaga Barrenechea

“…By supporting these applications, the dataset is expected to help reduce the gap between research and industry in smart TCM applications.…”
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In vivo submillimeter diffusion MRI dataset of 9 macaque brains curated for tractography by Alex Valcourt Caron, Nadège Corbin, Adrien Boissenin, Ankur Gupta, Tho-Hai Nguyen, Serge Anandra, Sylvain Miraux, Maxime Descoteaux, Laurent Petit, Fabien B. Wagner

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Long-Term Sweat Testing Dataset for Second-Life Batteries by Matthew Beatty, Dani Strickland, Joe Warren, John Chan, Pedro Ferreira

“…Data was collected using a Chroma 17020 batter cycler and originally stored as large, continuous log files. …”
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A dataset for state of charge and range estimation of an L5 type electric vehicle that is used for Urban LogisticZENODO by Ahmet Alperen Polat, Sinem Bozkurt Keser, İnci Sarıçiçek, Alim Kerem Erdoğmuş, Ali Kafalı, Ahmet Yazıcı

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Dislocation-Grain Boundary Interaction Dataset for FCC Cu by Khanh Dang, Sumit Suresh, Avanish Mishra, Ian Chesser, Nithin Mathew, Edward M. Kober, Saryu Fensin

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RecyBat24: a dataset for detecting lithium-ion batteries in electronic waste disposal by Ximena Carolina Acaro Chacón, Fabrizio Lo Scudo, Gregorio Cappuccino, Carmine Dodaro

“…Our dataset is designed to support both academic research and industrial applications, closely replicating real-world scenarios during the acquisition process and employing data augmentation techniques to simulate various external conditions. …”
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Poly[bis(μ4-oxalato)potassium(I)praseodymium(III)] by Kanthida Kummoon, Sakchai Laksee, Kittipong Chainok

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Dataset of tensorial optical and transport properties of materials from the Wannier function method by Zhenyao Fang, Ting-Wei Hsu, Qimin Yan

“…These results contribute to the systematic study the functional properties for diverse materials and can benefit future data-driven discovery of candidate materials for optoelectronic and thermoelectric applications.…”
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High-temporal-resolution dataset of uni-, bidirectional, and dynamic electric vehicle charging profiles by Marcel Esser, Stavros Orfanoudakis, Omid Homaee, Vahid Vahidinasab, Pedro P. Vergara, Alfio Spina

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A station-based 0.1-degree daily gridded ensemble precipitation dataset for India by Anagha Peringiyil, Manabendra Saharia, Sreejith O. P., Andrew W. Wood, Mrutyunjay Mohapatra, Bharti Sabde, Aradhana Kumari, Bhushan Phadkar, Sabeerali C. T., Rohini P., Hosalikar K. S., M. Rajeevan

“…Abstract Gridded precipitation products are inherently uncertain and predominantly deterministic, which limits their applicability in data assimilation systems and hydrologic modeling. …”
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AutoFactory Dataset to Support AI in Manufacturing SystemsHugging Face by Abderrahmane Boudribila, Abdelouahed Tajer, Zakaria Boulghasoul

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Reach&Grasp: a multimodal dataset of the whole upper-limb during simple and complex movements by Dario Di Domenico, Inna Forsiuk, Simon Müller-Cleve, Simone Tanzarella, Florencia Garro, Andrea Marinelli, Michele Canepa, Matteo Laffranchi, Michela Chiappalone, Chiara Bartolozzi, Lorenzo De Michieli, Nicolò Boccardo, Marianna Semprini

“…Abstract Upper-limb movement characterization is crucial for many applications, from research on motor control, to the extraction of relevant features for driving active prostheses. …”
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CASL-W60: A word-level dataset for central African sign language recognitionKaggle by Mwaka Lucky, Njayou Youssouf, Hasan Mahmud, Md Kamrul Hasan

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SAVI Space—combinatorial encoding of the billion-size synthetically accessible virtual inventory by Malte Korn, Philip Judson, Raphael Klein, Christian Lemmen, Marc C. Nicklaus, Matthias Rarey

“…We emphasize its reaction-driven combinatorial data structure that encodes transformation rules as reaction SMARTS and applies them in a combinatorial manner. …”
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A Benchmark Dataset for Automatic Cephalometric Landmark Detection and CVM Stage Classification by Muhammad Anwaar Khalid, Kanwal Zulfiqar, Ulfat Bashir, Areeba Shaheen, Rida Iqbal, Zarnab Rizwan, Ghina Rizwan, Muhammad Moazam Fraz

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High-resolution Annual Dynamic dataset of Curve Number from 2008 to 2021 over Conterminous United States by Qiong Wu, John J. Ramirez Avila, Jia Yang, Cunxiong Ji, Shanmin Fang

“…Abstract The spatial distribution and data quality of curve number (CN) values determine the performance of hydrological estimations. …”
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An ageing study of twenty 18650 lithium-ion Graphite/LFP cells in first and second life use by William Wheeler, Yann Bultel, Pascal Venet, Ali Sari

“…Abstract The dataset gives a comprehensive data collection focusing on the ageing of twenty 18650 Graphite/LFP 1.1 Ah commercial cells in first and second life. …”
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A PPG Signal Dataset Collected in Semi-Naturalistic Settings Using Galaxy Watch by Sangjun Park, Dejiang Zheng, Uichin Lee

“…However, existing datasets primarily rely on research-grade devices, limiting the applicability of consumer-grade wearables in real-world conditions. …”
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