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This dataset contains 256×256 pixel patches extracted from multispectral UAV orthomosaics acquired over barley (Hordeum vulgare) and rapeseed (Brassica napus) fields in Valdeavero (Madrid, Spain). It includes four subsets: Barley 1‑V1 (training, 726 patches), Barley 1‑V2 (temporal validation, 524 patches), Barley 2‑V2 (spatial validation), and Rapeseed‑V2 (cross‑crop transfer and fine‑tuning, 423 patches). Each patch has 8 spectral bands: R, G, B, NIR, RedEdge, NDVI, NDRE, and VARI. The dataset also includes text files defining the splits used for few‑shot fine‑tuning experiments (5%, 10%, and 15%).Agriculture

This dataset contains household survey data and Stata replication code for a study of the drivers and expected timing of farm succession and exit among smallholder upland farming households in Lantapan, Bukidnon, Philippines. The data were collected in 2024 through a tablet-based survey (KoboCollect) of 314 farming households, drawn by stratified random sampling (strata by elevation, Neyman allocation) from the 5,177 landowner farmers on the Master List of Farmers of the Municipal Agriculture Office. Respondents reported the likelihood of intra-family farm succession on a five-category scale, the expected number of years until succession or exit, and detailed information on household composition, the household head’s and spouse’s characteristics, children’s farm involvement and migration plans, farm income and assets, land, production and marketing practices, shocks experienced, and intra-household decision-making measured through a Women’s Empowerment in Agriculture Index (WEAI) adapted from Alkire et al. (2013) with stricter adequacy cut-offs for the Philippine context. The deposit has two parts. The Excel workbook (Data for Analysis.xlsx) holds the anonymized analysis dataset: one row per household, identified only by an anonymous code and barangay, in four sheets (Probit for the succession-likelihood models; AFT_All for the competing-risks timing models; AFT_SUC and AFT_Exit as single-pathway reference sheets). The two Stata do-files reproduce every table and figure of the associated article: probit do file estimate the drivers of expected succession on the full sample (n = 314) and on the headline sample excluding undecided households (n = 266), with descriptives, diagnostics, alternative estimators, and multiple-imputation robustness; the accelerated-failure-time (AFT) file constructs the survival data, selects the failure-time distribution by AIC/BIC (Weibull for both pathways), and estimates the timing of succession and exit as competing risks with barangay fixed effects and robust standard errors. All monetary variables are in Philippine pesos (PHP). Informed consent was obtained from all participants and no direct identifiers are included.

This dataset contains the results of an indicator-based assessment of the accessibility and usability of Energy Performance Certificate (EPC) information systems in three Spanish Autonomous Communities: Catalonia, Galicia, and the Basque Country. The study examines whether the decentralised management of EPC registers produces regional differences despite a common national and European regulatory framework. The framework comprises two analytical dimensions, eleven assessment criteria, and forty-five operational indicators covering access, data availability, retrievability, visualisation, openness, interoperability, dataset comprehensiveness, harmonisation, and metadata quality. Data were collected between April and December 2025 through direct observation of official EPC registers, institutional websites, open-data portals, geoportals, visualisation platforms, and downloadable datasets. Each region was independently assessed by two researchers using a common protocol, and discrepancies were resolved by consensus. The workbook includes indicator-level scores, aggregated results by criterion and dimension, weighted overall scores, comparative tables, and graphs. Scores range from 0 to 100, with higher values indicating better accessibility or usability. The overall weighted scores are 83.27 for the Basque Country, 77.89 for Catalonia, and 64.62 for Galicia. The dataset can be used to reproduce the comparative results reported in the associated article, identify strengths and weaknesses in regional EPC information systems, and support future applications of the framework in other territorial or national contexts.

This dataset contains data from the experiment reported in the paper "Dear AI, Which Charging Station Should I Pick? The Role of Uncertainty and Perceived Functionality Trust in Charging Station Selection Through AI Recommendations." In the experiment, participants faced a charging task where they had to select between two charging stations in 36 scenarios where expected travel time and range (i.e., maximum minus minimum travel time) were systematically manipulated. Then, participants answered some questions related to perceived functionality trust in an app that assisted them while making the decisions, as well as perceived functionality trust in navigation apps in general and in smart technology. Additionally, participants answered questions related to numeracy, risk propensity, charging behaviors, and demographic information.

Hyperspectral reflectance images for 16 virgin plastic objects that were captured using the Specim FX10 (400 – 1000 nm, 224 bands) and Specim FX17 (900 – 1700 nm, 224 bands) sensors. Samples were scanned in continuous mode on a motorised stage under halogen illumination. Raw data were calibrated to reflectance using a Spectralon white calibration standard and dark reference (lens covered). Raw data, white and black references, and resultant reflectance are provided for each sensor. The calibrated FX17 is spatially aligned (RESAMP_CAL_Plastic_FX17_0005) with the FX10 data to identify the Regions Of Interest (ROIs) for later pixel extraction and classification. Classes shape contains ROIs for each class (the polygons .shp, .shx, and .dbf). Objects: 1. Fruit net (suspected HDPE) 2. Transparent plastic bag (suspected HDPE) 3. White plastic bag (suspected LDPE) 4. White cereals plastic bag (suspected HDPE) 5. Toothpaste (ground truth HDPE) 6. Toothpaste cap (suspected PP) 7. Sanex shampoo cap (suspected HDPE) 8. Sanex shampoo (ground truth HDPE) 9. Plastic cup (ground truth PS) 10. Water bottle cap (ground truth HDPE) 11. Tofu container (ground truth PP) 12. Transparent food bag (suspected LDPE) 13. Shopping bag (ground truth LDPE) 14. Tupperware (ground truth PP) 15. White cork (ground truth PS) 16. Straws (16A - dark straws suspected HDPE / 16B - light straws suspected PP) More information about data capture: Morales, A., Horstrand, P., Guerra, R., Leon, R., Ortega, S., Díaz, M., ... & Sarmiento, R. (2022). Laboratory hyperspectral image acquisition system setup and validation. Sensors, 22(6), 2159.

This repository contains the liquid chromatography–high-resolution mass spectrometry (LC-HRMS) data supporting a non-target screening study of chemical changes associated with polyvinyl chloride (PVC) pipe exposure. Simulated drinking water (DW), conventional mineral hydroponic fertilizer solution (CON), and organic fish-emulsion fertilizer solution (ORG) were analyzed before and after 24-hour exposure to Schedule 40 PVC pipe. The dataset comprises one ultrapure-water blank, one pre-exposure control for each matrix, and three post-exposure biological replicates per matrix, for a total of 13 samples. Data were acquired in positive (PI) and negative (NI) electrospray ionization modes. The repository includes the LC-HRMS data files and two accompanying Excel workbooks. “Raw Data.xlsx” provides retention time, mass-to-charge ratio (m/z), putative metabolite annotations, and individual peak-intensity values for all 13 samples, organized by ionization mode. “Raw Data with SMILES and standard names.xlsx” provides standardized compound names, descriptive sample labels, averaged post-exposure replicate intensities, PubChem compound identifiers (CIDs), SMILES, connectivity SMILES, and InChIKeys for 369 PI and 279 NI annotated features. Compound annotations were assigned through spectral-library matching and should be regarded as putative rather than confirmed identities unless independently validated using authentic standards. Reported peak intensities represent relative instrumental responses and should not be interpreted as absolute compound concentrations.

Replication package Final Version: Host-Country Digitalization and Firm Productivity Gains from Outward Foreign Direct Investment (Original Data) README: Replication Package Paper Title Host-Country Digitalization and Firm Productivity Gains from Outward Foreign Direct Investment Authors: Yaohan Duan (College of International Economics and Trade, Shanghai Lixin University of Accounting and Finance) Haoyu Sun (College of International Economics and Trade, Shanghai Lixin University of Accounting and Finance) Kexin Cheng (Institute of Mathematical Sciences, Faculty of Science, Universiti of Malaya)

This dataset contains raw experimental data supporting the findings of the study investigating the effects of maternal chromium propionate supplementation on neonatal calves. The dataset includes maternal baseline characteristics (body weight, parity, body condition score, and dry matter intake), neonatal calf growth performance (birth weight, BW at 7, 14, and 21 d, and average daily gain), neonatal plasma chromium concentrations, oxidative stress-related biomarkers, meconium short-chain fatty acid concentrations, and Nrf2 signaling pathway-related protein concentrations. Detailed descriptions and units of all variables are provided in the metadata sheet.

The data consists of larval size traits recorded in the Black Soldier Fly. The aim of our study was to estimate the heritability of manually and automatically recorded BSF larval size traits using non-destructive methods, as well as estimating genetic correlations between automatically and manually recorded BSF larval size.

Rio Grande Silvery Minnow rescue data. Numbers of fish rescued from isolated pools during streamflow intermittency in the Rio Grande, New Mexico, 2007-2021. See publications: https://doi.org/10.1111/fwb.13607 https://doi.org/10.1080/00028487.2016.1159611