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Crop yield, soil data, pest surveillance, livestock, food composition, precision farming
17,858 datasets
35 common tree species in England were classified using Sentinel-2 satellite data and an XGBoost machine learning model. The Forestry Commission produced this map, which achieved an overall classification accuracy of 89%. The dataset was last updated in April 2026.
A 52.2 KB DOCX file uploaded by Yameng Huang on April 21, 2026, containing a multi-objective planning model for agri-food supply chains. The model integrates profitability with three fairness dimensions—distributional fairness, financial-risk resilience, and service fairness—and uses stochastic programming to handle yield and price uncertainty. It was solved using algorithms including NSGA-II, MOPSO, and MOWOA.
A figshare-hosted dataset by Larisa Janžič, last updated April 2026, under a CC-BY-4.0 license. It contains experimental results quantifying human macrophage responses to 12 distinct clinical Group B Streptococcus isolates, measuring cytokine production, caspase-1 activity, and gene expression at multiple time points.
A four-year study by Guanghong Kong, published in 2026, characterizes self-incompatibility in macadamia germplasm. The dataset identifies 23 varieties classified by strength of self-incompatibility using field-bagging and fluorescence microscopy methods. It provides a foundation for breeding self-compatible macadamia varieties to improve crop yield.
Fan Xiao from Xi'an University of Technology presents experimental data evaluating the effect of 13 soil amendments and their combinations on soda saline-alkali soil. The study measured impacts on soil pH, metal cations, exchangeable sodium, and organic matter content in both dry and paddy fields. Results indicate treatments could reduce exchangeable sodium content by 25.24% to 71.53% and increase crop yields by up to 260.21%.
A community-based research project generated new information on metal bioaccumulation in the marine environment of east Hudson Bay and James Bay. The Arctic Eider Society’s Community-Driven Research Network conducted this work in collaboration with five communities. The data provides a regionally integrated perspective on metal exposure, addressing concerns about contaminants from long-range atmospheric transport and regional human activities.
Scotland's simplified geospatial map of carbon-rich soils, deep peat, and priority peatland habitats, derived from soil and vegetation data by Scottish Natural Heritage. This version is intended for use in developing spatial frameworks for wind farm planning, showing only Class 1 and 2 areas. The map is a predictive, high-level planning tool based on data from the James Hutton Institute and Land Cover Scotland 1988.
A map-based dataset from the Government Digital Service showing the approximate physical footprint of wind farms in Scotland. It includes proposals that are installed, consented, in planning, or at scoping stage, generally for turbines over 50 meters in height. The data is intended as an overview and is updated regularly, though not guaranteed to be 100% accurate.
Supporting data for the manuscript 'Effects of a wild wheat genotype on aphid-parasitoid interactions in the geographic center of wheat domestication', submitted to the journal 'Insects'. The dataset is 20.8 KB in size, stored in an XLSX file, and was last updated on 2026-05-22. Authors are from The Hebrew University of Jerusalem and INRAE.
HungerMapLIVE is the World Food Programme's global hunger monitoring system. It combines metrics on food security, weather, population, conflict, hazards, nutrition, and macro-economic data to assess and predict hunger severity in near real-time for 94 countries, including Yemen. The dataset is provided by the WFP and was last updated on 2026-04-28.
HungerMapLIVE is the World Food Programme's global hunger monitoring system. It combines metrics on food security, weather, population, conflict, hazards, nutrition, and macro-economics to assess and predict hunger in near real-time. The platform covers 94 countries, including Nigeria, and is used by WFP staff and the humanitarian community for decision-making.
Pigment concentrations in pine and spruce needle tissues collected at the Niwot Ridge AmeriFlux Core site in Colorado. The dataset includes measurements for Chlorophyll A and B, Violaxanthin, Antheraxanthin, Zeaxanthin, Neoxanthin, Lutein, and beta-Carotene, taken from sun foliage every 4-8 weeks during the summers of 2017 and 2018. It was produced by the National Aeronautics and Space Administration to evaluate seasonal changes in photosynthesis down-regulation.
UK (England and Wales) seafloor sediment data records microplastic abundance from 2013 to 2021. The dataset originates from the Clean Seas Environment Monitoring Programme (CSEMP) stations and includes particle size analysis and organic carbon and nitrogen data. It was last updated on June 11, 2026.
York's Local Street Gazetteer provides a live link to the city's GIS server for street and road infrastructure data. The dataset is published by the Government Digital Service under a non-commercial INSPIRE end-user licence. Changes to the master data are reflected immediately in this resource.
April 20-21, 2024 survey of 118 sampling points in the Tailan River Irrigation District, Xinjiang, China, resulting in 807 soil samples. Author Qianxi ZHANG collected data on soil pH, electrical conductivity, moisture, total soluble salts, and eight major ions from 0-120 cm depths. This dataset provides spatial distribution characteristics of soil salinity to support land improvement and precise agricultural management.
Raw microsatellite allele scores and COI gene sequences for the fall armyworm (Spodoptera frugiperda) collected from three South African provinces. Matthew Jackson authored this 90.0 KB dataset, last updated in April 2026, to support analyses of genetic diversity, population structure, and species identification. The data includes Excel files with allele sizes and FASTA files with nucleotide sequences.
July 2018 survey data from UNHCR's Post-Distribution Monitoring of a cash grant pilot program for Rohingya refugees in Cox's Bazar, Bangladesh. The dataset likely contains feedback from 320 interviewed households on the adequacy and use of the assistance. It was created by UNHCR to evaluate the effectiveness of cash-based interventions and identify unmet needs.
Since 2025, ecoforest maps for Quebec up to the 52nd parallel have been produced at a 1:10,000 scale, with each sheet covering approximately 62.5 km² and offering ±5 m accuracy. These maps are created by the Government of Quebec through photo-interpretation of aerial photographs, integrating natural disturbances and forest interventions. They provide detailed vegetation information by species or species groups, based on the most recent forest inventories.
A 209.2 KB PDF review article by Preyoshi Chakrabarti, last updated on 2026-04-28, discusses Non-Timber Forest Products (NTFPs) in India. The article examines seven thematic groups, including forest foods and medicinal botanicals, and explores their role in conservation and rural empowerment. It also discusses challenges like over-harvesting and innovations such as blockchain-traceable honey.
Two studies investigating the relationship between meal-specific dietary habits and memory performance in adults aged 20 to 90 years. The dataset, authored by Maria Kossowska-Wywiał and shared under CC-BY-4.0, includes subjective and objective memory measures linked to food consumption at specific meals. The file was last updated on 2026-04-28.