This record contains annual land cover maps covering the Colombian Andean and Caribbean regions for the period 1997 - 2024. The annual maps have been created from a machine learning model that used the outputs of the Continuous Change Detection and Classification Algorithm as features, along with training data, to generate class probability layers that were further post-processed. Legend: 1: Natural forest 2: Tree plantation 3: Developed: 5: Agriculture / Pasture 6: Water 7: Barren 8: Oil palm plantation
# Land Subsidence Susceptibility Mapping and Screening-Level Relative Sea Level Change Scenarios for the Nigerian Coastal Zone Analysis code and derived data layers for the manuscript: > Ugwu, O. J., Njoku, R. E., Ahuchaogu, E. U., \& Uzoeshi, S. M. (2026).> \*Land Subsidence Sus…
This repository contains the processed analytic dataset and analysis code supporting the study "Environmental Co-Exposure, Green Space, and Frequent Mental Distress in Texas Census Tracts: An Interpretable Machine Learning and Spatial Analysis." The dataset includes tract-level f…
Egypt Agri-Urban Intelligence (EAUI) Model: Digital Twin Framework for Agricultural Settlement Development The Egypt Agri-Urban Intelligence (EAUI) model is a computational decision-support tool and digital twin framework designed specifically for agricultural settlement planning…
Open-source framework for monthly precipitation prediction in mountainous areas using hybrid deep learning. The framework provides reference implementations for eight model families and a uniform training, evaluation, and benchmarking pipeline: ConvLSTM family — baseline, bidirec…
This dataset contains manually annotated bounding boxes around the logos of 40 Bangladeshi news outlets as they appear on social media news photocards — square image-based news summaries distributed primarily on Facebook. It was created to support the development and evaluation o…
This article evaluates three policies that are often discussed as though they were interchangeable: redistributing Bolivia’s Impuesto a las Transacciones (IT) under a 50/50 rule, abolishing the IT, and replacing it with a progressive land value tax (LVT). They are not equivalent.…