Forecasting displacement and solutions for decision-making in volatile contexts: a case study from Ukraine by Karolina Krelinova, Iryna Loktieva, Damien Jusselme

“…However, existing internal displacement data systems had not been adapted to contexts as dynamic as a full-fledged war marked by uneven trigger events. …”
Get full text

A Global Dataset Mapping the AI Innovation from Academic Research to Industrial Patents by Haixing Gong, Hui Zou, Xingzhou Liang, Shiyuan Meng, Pinlong Cai, Xingcheng Xu, Jingjing Qu

“…Abstract In the rapidly evolving field of artificial intelligence (AI), mapping innovation patterns and understanding effective technology transfer from research to applications are essential for economic growth. However, existing data infrastructures suffer from fragmentation, incomplete coverage, and insufficient evaluative capacity. …”
Get full text

A dataset of yearly probabilistic crop type maps for the EU from 1990 to 2018Zenodo by Josef Baumert, Thomas Heckelei, Hugo Storm

“…We generate the maps using a recently developed approach based on a model of the data generating process from field- to region: essentially, we link knowledge about which crops farmers are more likely to grow under certain environmental conditions with data on regional crop acreages. …”
Get full text

A Benchmark Arabic Dataset for Arabic Question Classification using AAFAQ Framework by Mariam Essam Abdelaziz, Mohanad A. Deif, Shabbab Ali Algamdi, Rania Elgohary

Get full text

De novo transcriptome assembly and annotation of the semi-wild Gayal (Bos frontalis) by Zhendong Gao, Bo Wang, Ying Lu, Yuqing Chong, Mengfei Li, Jieyun Hong, Jiao Wu, Dongmei Xi, Weidong Deng

“…These findings provide a rich repository of genetic information, laying the foundation for comprehensive functional genomics studies and paving the way for deeper insights into the molecular mechanisms of the Gayal, thereby advancing our understanding of its transcriptome architecture and offering crucial data for conservation efforts and practical applications.…”
Get full text

Dataset of lithium-ion cell degradation under randomized current profiles for NMC, NCA, and LFP chemistriesFairdata by Mohsen Heydarzadeh, Teemu Toivola, Victor Vega-Garita, Eero Immonen

“…The dataset facilitates the characterization of cell aging under various usage patterns, thereby enabling the development of models and management strategies for different applications. The data was collected at the New Energy Research Center at Turku University of Applied Sciences (TUAS), Finland.…”
Get full text

First discovery of the genus Enicopus Stephens (Coleoptera, Dasytidae) from China by Jialin Miao, Haoyu Liu, Junbo Tong, Xingke Yang, Yuxia Yang

Get full text

Measuring resilience in national food systems using “food systems resilience score” by Ujjwal KC, Rachel Friedman, Lilly Lim-Camacho, Steven Crimp

Get full text

Plastics in the German building and infrastructure sector: A high-resolution dataset on historical flows, stocks, and legacy substance contaminationZenodo by Sarah Schmidt, Xavier-François Verni, Thomas Gibon, David Laner

“…The linked data repository contains simulated data, input data, and model files, enabling model reproduction, adjustment, or expansion. …”
Get full text

Updating high-resolution image dataset for the automatic classification of phenological stage and identification of racemes in Urochloa spp. hybrids with expanded images and annota... by Darwin Alexis Arrechea-Castillo, Paula Espitia-Buitrago, David Florian-Vargas, Ronald David Arboleda, Riquelmer Velázquez-Hernández, Andrés Felipe Ruiz-Hurtado, Luis Miguel Hernandez, Rosa N. Jauregui, Juan Andrés Cardoso

“…This version introduces increased diversity in image-capture conditions, with data collected from two geographic locations (Palmira, Colombia, and Ocozocoautla de Espinosa, Mexico) and a range of image-capture devices, including smartphones (e.g. …”
Get full text

A dataset for large prismatic lithium-ion battery cells (CALB L148N58A): Comprehensive characterization and real-world driving cyclesCALB L148N58A testing campaign by Simone Fasolato, Nicola Blasuttigh, Giacomo Galuppini, Davide M. Raimondo

“…Additionally, it serves as a crucial resource for developing battery models, including physics-based, empirical, and data-driven approaches. Moreover, it may contribute to validate model-based and data-driven estimation and control strategies within battery management systems, enhancing the reliability and efficiency of energy storage solutions.…”
Get full text

Dataset of SCAPS-1D simulated halide perovskite solar cells with SHAP and machine learning-based PCE optimizationZenodo by Ivan E. Novoselov, Alexander M. Gvozdev, Andrey A. Smirnov, Ivan S. Zhidkov

“…Its comprehensive organization makes it suitable for applications including photovoltaic device optimization, evaluation of simulation-based predictive approaches, and development of advanced data-driven models. …”
Get full text

Anticipating climate change-related mobility in Karachi and Ho Chi Minh City: lessons from a hybrid foresight approach by Aaron Martin, Boukje Kistemaker, Beth Allen, Bryan Jones

“…Beyond substantive findings, this paper offers a critical reflection on the methodological alignment of data-driven and participatory foresight with the aim of anticipatory policy ideation, seeking to contribute to the enhanced effectiveness of foresight practices.…”
Get full text

Kenyan sign language word-based pose datasetZenodo by Ezekiel Maina, Lilian Wanzare, James Obuhuma, Mildred Ayere, Maurine Kang'ahi, Joel Okutoyi

“…The dataset includes 20,000 video recordings of KSL gestures, converted into anonymized stickman representations alongside detailed 3D pose coordinates stored in .npy files. The data collection process focused on preserving participant privacy while ensuring the integrity of gesture data. …”
Get full text

LipBengal: Pioneering Bengali lip-reading dataset for pronunciation mapping through lip gesturesHugging Face by Md. Tanvir Rahman Sahed, Md. Tanjil Islam Aronno, Hussain Nyeem, Md. Abdul Wahed, Tashrif Ahsan, R Rafiul Islam, Tareque Bashar Ovi, Manab Kumar Kundu, Jane Alam Sadeef

“…LipBengal fills this gap by offering a pioneering dataset tailored for Bengali lip-reading, comprising visual data from 150 speakers across 54 classes, encompassing Bengali phonemes, alphabets, and symbols. …”
Get full text

Probabilistic Fatigue Life Prediction of Plain Concrete Under Cyclic Loading Through Experimental Finite Element and Stochastic Modelling by Mohamad Shazwan Ahmad Shah, Sarehati Umar, Nurul ‘Azizah Mukhlas, Ng Chiew Teng, Haikhal Faeez Hairuddin, Wan Ikram Wajdee Wan Ahmad Kamal, Hanis Hazirah Arifin, Norhazilan Md. Noor

“…The methodology involves finite element simulation with validated mesh convergence, integration of experimental fatigue data, and application of exponential probability distribution for multi-probability failure predictions. …”
Get full text

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

Get full text

Scene as Occupancy and Reconstruction: A Comprehensive Dataset for Unstructured Scene Understanding by Long Chen, Ruiqi Song, Hangbin Wu, Baiyong Ding, Lingxi Li, Fei-Yue Wang

Get full text

MO-NanoDatabase: A metal-oxide nanostructured compound dataset composed of a huge number of metal-oxide nanocompounds, their global properties and 3D-structureGithub by Francesc Serratosa, Natàlia Segura-Alabart

“…A general database of nanocompounds is crucial for the validation of current and future models.The global properties have been extracted from datasets published as the supporting material of papers that present new models for property prediction of metal-oxide nanocompounds [2–7]. The data has been curated, imposed the same units, formatted and given the same name per property since we realised the low generalisation on units, formats and nomenclature. …”
Get full text

Spatiotemporal characterization of the isotopic composition of meteoric waters in Cuba by Alejandro Garcia-Moya, Carlos Manuel Alonso-Hernández, Ricardo Sánchez-Murillo, Yasser Morera-Gómez, Minerva Sánchez-Llull, Oscar Díaz Rizo, Osvaldo Cuesta Santos, Rosemery López Lee, Osvaldo Brígido Flores, Enma Odalys Ramos Viltre, Lucia Ortega

Get full text