Find research datasets worth reusing
Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.
1,648
datasets available to search
ShareScore release 0.9.0
Dataset results
1,648 results for “farm”
Databáze a GIS data - Drobná vrchnostenská sídla a vrchnostenské dvory 13. - 17. století (disertační práce) | Database and GIS data - Lesser manorial residences and manorial farms from the 13th to 17th century (disertation thesis)
<p>Original archaeological data used in the author's disertation thesis (see https://doi.org/10.5281/zenodo.3367296).</p>
Figure 6 in Improving kettle holes as habitat and reproduction areas for amphibians - a case study in organic farms in north-eastern Germany
Figure 6. Influence of the clearance of woody plants on the number of kettle holes with priority species occurrence (a) and priority species with reproduction (b) in organically farmed fields in north-eastern Germany. 6 pairs of kettle holes are shown each with a maximum of 4 priority species (2018-2020). Each point represents a pair of kettle holes. The diagonal line describes no difference in species numbers, and points above show an incidence of more species after the removal.
Figure 5 in Improving kettle holes as habitat and reproduction areas for amphibians - a case study in organic farms in north-eastern Germany
Figure 5. Influence of the clearance of woody plants on the number of kettle holes with species occurrence (a) and species with reproduction (b) in organically farmed fields in north-eastern Germany. 6 pairs of kettle holes are shown each with a maximum of 7 species (2018-2020). Each point represents a pair of kettle holes. The diagonal line describes no difference in species numbers, and points above show an incidence of more species after the removal.
Figure 2 in Improving kettle holes as habitat and reproduction areas for amphibians - a case study in organic farms in north-eastern Germany
Figure 2. Number of kettle holes with occurrence (left) and reproduction (right) of amphibian species on organically farmed fields in north-eastern Germany (n = 44 kettle holes, 2016-2020).
Figure 3 in Improving kettle holes as habitat and reproduction areas for amphibians - a case study in organic farms in north-eastern Germany
Figure 3. Number of kettle holes with single species occurrence and reproduction on organically farmed fields in northeastern Germany (n = 44 kettle holes, 2016-2020).
Figure 4 in Improving kettle holes as habitat and reproduction areas for amphibians - a case study in organic farms in north-eastern Germany
Figure 4. Preferences of the different amphibian species for four types of kettle holes (I to IV) with occurrence (left) and reproduction (right) (standard error, n = number of kettle holes, 2016-2020).
Figure 1 in Improving kettle holes as habitat and reproduction areas for amphibians - a case study in organic farms in north-eastern Germany
Figure 1. Location of the two study areas in Mecklenburg-Western Pomerania (study area 1) and Brandenburg (study area 2), Germany.
The role of farm subsidies in changing India's water footprint (replication files)
<p>These are the replication files (codes + data) for "The role of farm subsidies in changing India's water footprint".</p> <p>All codes were written executed in STATA MP ver 18.5. Please copy the exact folder structure to your computer. The do files will replicate all tables and figures in the paper. All the data necessary is provided within the data folder.</p> <p>1. all_india.do replicates the results in Tables 1, S1 and Figures 1, S1, S2, S3, and S4.</p> <p>2. punjab_graphs.do replicates figures Figs 2a, 2b, 2c, 2d, 3, and S5.</p> <p>3. punjab regressions.do replicates the results in table S4</p> <p>4. mp_graphs.do replicates figures 4a, 4b, and 4c</p> <p>5. mp_regressions.do replicates the results in tables 2, S5, and S6.</p> <p> </p> <p>Please email Shoumitro Chatterjee (shoumitroc@jhu.edu) or Esha D. Zaveri (esha.d.zaveri@gmail.com) for any further clarification/information.</p>
Figure 1 in In Memoriam From Cotton Farming to the Congressional Gold Medal: The Career and Legacy of Ernest James Harris (1928-2018)
Figure 1: A–B: Ernie Harris ca. 1929 and in the early 1950s. C: Ernie and Betty Jo Harris and children Mark and Tanya arriving at the Honolulu Airport in February 1962. D: Early prototype of the Jackson trap, scanned from Ernie's private slide collection, photo dated June 1968. E: Last meeting between Ernie and the authors in March 2017.
What Can Generative Modelling Do for Interpolation of Extremely Sparse Wind Farm Seismic Data
<p>2024 Global energy transition abstract about diffusion model data interpolation. </p>
Data for the publication "Wind farm layout optimization with alignment constraints", submitted to Wind Energy Science, 2024
<p>The data in pickle format contains the optimal layouts corresponding to the numerical applications of the paper "Wind farm layout optimization with alignment constraints" submitted in Wind Energy Science, 2024.</p>
Optimizing Sustainable Dairy Farming: A Techno-Economic Analysis of Graphene Ranch Restoration
<p> </p> <p>This dataset, titled Standardized Dairy Farm Cost Output Table, contains financial and production information related to the establishment and operation of a proposed dairy farm. It includes initial investment costs such as stock cows, fixed assets, and working capital, as well as production capacity and budget projections over multiple years.</p> <p>Key sections include:<br>Initial Cost of Investment: Covers items like stock cows and fixed assets.<br>Production Capacity: Provides figures on dairy farm output over the years.<br>Budget Projections: Displays financial allocations and expected expenditures over different time periods.</p> <p>The dataset consists of multiple columns spanning projected years and various financial indicators to help estimate the cost-output relationship in dairy farming operations.</p>
Raw data_Evaluation of black soldier fly larvae meal as a functional feed ingredient in Atlantic salmon (Salmo salar) under farm-like conditions
Open the record for dataset details and reuse information.
Smart Protein Pilot Farm Details
Open the record for dataset details and reuse information.
Data from: Population genomics of the introduced and cultivated Pacific kelp Undaria pinnatifida: marinas — not farms — drive regional connectivity and establishment in natural rocky reefs
Ports and farms are well-known primary introduction hotspots for marine non-indigenous species (NIS). The extent to which these anthropogenic habitats are sustainable sources of propagules and influence the evolution of NIS in natural habitats was examined in the edible seaweed Undaria pinnatifida, native to Asia and introduced to Europe in the 1970s. Following its deliberate introduction 40 years ago along the French coast of the English Channel, this kelp is found in three contrasting habitat types: farms, marinas, and natural rocky reefs. In light of the continuous spread of this NIS, it is imperative to better understand the processes behind its sustainable establishment in the wild. In addition, developing effective management plans to curtail the spread of U. pinnatifida requires determining how the three types of populations interact with one another. In addition to an analysis using microsatellites, we developed, for the first time in a kelp, a ddRAD-sequencing technique to genotype 738 individuals sampled in 11 rocky reefs, 12 marinas, and 2 farms located along ca. 1000 km of coastline. As expected, the RAD-seq panel showed more power than the microsatellite panel for identifying fine-grained patterns. However, both panels demonstrated habitat-specific properties of the study populations. In particular, farms displayed very low genetic diversity and no inbreeding conversely to populations in marinas and natural rocky reefs. In addition, strong, but chaotic regional genetic structure, was revealed, consistent with human-mediated dispersal (e.g., leisure boating). We also uncovered a tight relationship between populations in rocky reefs and those in nearby marinas, but not with nearby farms, suggesting spill-over from marinas into the wild. Finally, a temporal survey (20 generations) showed that wild populations are self-sustaining, without local adaptation to any of the three habitats. These findings highlight that limiting the spread of U. pinnatifida requires management policies that also target marinas.
Data from: The assembly and importance of a novel ecosystem: the ant community of coffee farms in Puerto Rico
<p>Agricultural ecosystems are, by their very nature novel, and, by definition, the more general biodiversity associated with them must likewise constitute a novel community. Here we examine the community of arboreally foraging ants in the coffee agroecosystem of Puerto Rico. We surveyed 20 coffee plants in 25 farms three times in a period of one year. We also conducted a more spatially explicit sampling in two of the farms and conducted a species interaction study between the two most abundant species, Wasmannia auropunctata and Solenopsis invicta in the laboratory. We find that the majority of the most common species are well-known invasive ants and that there is a highly variable pattern of dominance that varies considerably over the main coffee producing region of Puerto Rico, suggesting an unusual modality of community structure. The distribution pattern of the two most common species, W. auropunctata and S. invicta, suggests strong competitive exclusion. However, they also have opposite relationships with the percent of shade cover, with W. auropunctata showing a positive relationship with shade, while S. invicta has a negative relationship. The spatial distribution of these two dominant species in the two more intensively studied farms suggests that young colonies of S. invicta can displace W. auropunctata. Laboratory experiments confirm this. These results suggest the existence of a spatially explicit intransitive loop that includes these two species and is mediated by a phorid fly parasitoid that attack the larger workers of S. invicta. In addition to the elaboration of the nature and extent of this novel ant community, we speculate on the possibilities of its active inclusion as part of a biological control system dealing with several coffee pests, including one of the ants itself, W. auropunctata.</p>
Ecological and social outcomes of urbanization on regional farming systems: a global synthesis
<p>This dataset contains the data extracted for a systematic review on ecological and social outcomes of urbanization in regional farming systems. It is based on 107 papers that were selected after scooping and screeing done in February 2019.</p>
Data from: Descriptive multi-agent epidemiology via molecular screening on Atlantic salmon farms in the northeast Pacific Ocean
<p>Rapid expansion of salmon aquaculture has resulted in high-density populations that host diverse infectious agents, for which surveillance and monitoring are critical to disease management. Screening can reveal infection diversity from which disease arises, differential patterns of infection in live and dead fish that are difficult to collect in wild populations, and potential risks associated with agent transmission between wild and farmed hosts. We report results from a multi-year infectious-agent screening program of farmed salmon in British Columbia, Canada, using quantitative PCR to assess presence and load of 58 infective agents (viruses, bacteria, and eukaryotes) in 2931 Atlantic salmon (Salmo salar). Our analysis reveals temporal trends, agent correlations within hosts, and agent-associated mortality signatures. Multiple agents, most notably Tenacibaculum maritimum, were elevated in dead and dying salmon. We also report detections of agents only recently shown to infect farmed salmon in BC (Atlantic salmon calicivirus, Cutthroat trout virus-2), detection in freshwater hatcheries of two marine agents (Kudoa thyrsites and Tenacibaculum maritimum), and detection in the ocean of a freshwater agent (Flavobacterium psychrophilum). Our results provide information for farm managers, regulators, and conservationists, and enable further work to explore patterns of multi-agent infection and farm/wild transmission risk.</p>
A gravity current flows over a wind farm in complex terrain
<p>A gravity current simulated with the Weather Research and Forecasting model flows over topography where a wind farm is located. It produces a nocturnal jet and downstream flow acceleration that enhances the performances of turbines in the back rows. This simulation is related to case 3 (transect 3) of the paper <em>Nocturnal jets over wind farms in complex terrain </em>that will be submitted to <em>Applied Energy.</em></p>
A collection of fully-annotated soundscape recordings from neotropical coffee farms in Colombia and Costa Rica
<p>This collection contains 34 hour-long soundscape recordings, which have been annotated by expert ornithologists who provided 6,952 bounding box labels for 89 different bird species from Colombia and Costa Rica. The data were recorded in 2019 at two highly diverse neotropical coffee farm landscapes from the towns of Jardín, Colombia and San Ramon, Costa Rica. This collection has partially been featured as test data in the 2021 BirdCLEF competition and can primarily be used for training and evaluation of machine learning algorithms.</p> <p><strong>Data collection</strong></p> <p>Monitoring the avifauna of coffee farms is a useful tool to measure the impact of sustainability efforts in productive landscapes. Diverse bird communities provide services to coffee farms that are enhanced with increased tree cover (e.g. shade trees, wind breaks), and the protection of forest remnants within or in close proximity to coffee farms. Our limited knowledge on the relative contributions of different types of tree cover has incentivized the scientific community to collect bird data in coffee landscapes in order to correlate different management strategies with the presence or absence of target species using bioacoustics. To accomplish this, we collected a set of bird recordings to track the presence of target species on coffee farms. The annotated data set is currently being used to measure the impact of pesticide applications and other types of management practice (e.g. pruning) to test for differences in bird activity before and after one of these interventions. In addition, the bird call annotations help us train machine learning models that will help us monitor these farms in an automatic way.</p> <p>Soundscapes for this collection were recorded using SWIFT recorders, positioned 3m above the ground. We recorded 48kHz one-hour long sound files from 4:30 to 7:30 to capture the most active time frame of the avian dawn chorus. In the same way, we recorded from 16:00 to 19:00, to capture the second avian bioacoustics activity peak that occurs before sunset, and to include nocturnal species. </p> <p>All audio was unified, converted to FLAC, and resampled to 32 kHz for this collection. Parts of this dataset have previously been used in the 2021 BirdCLEF competition.</p> <p><strong>Sampling and annotation protocol</strong></p> <p>We subsampled data for this collection by randomly selecting recordings coming from different farm locations and dates.</p> <p>Using Raven Pro, annotators were asked to create a selection box around every bird call they could recognize, ignoring those that were too faint or unidentifiable. We allowed overlapping selections. Provided labels contain full bird calls that are boxed in time and frequency. Annotators were allowed to combine multiple consecutive calls of the same species into one bounding box label if pauses between calls were shorter than 5 seconds. We converted labels to eBird species codes, following the 2021 eBird taxonomy (Clements list). Unidentifiable calls have been marked with “????” and were added as bounding box labels to the ground truth annotations.</p> <p><strong>Files in this collection</strong></p> <p>Audio recordings can be accessed by downloading and extracting the “soundscape_data.zip” file. Soundscape recording filenames contain a sequential file ID, site ID, recording date, and timestamp in local time (Costa Rica: GMT-6; Colombia: GMT-5). As an example, the file “NES_001_S01_20190914_043000.flac” has sequential ID 001 and was recorded at site S01 on Sep 14th, 2019 at 04:30:00 local time. Ground truth annotations are listed in “annotations.csv” where each line specifies the corresponding filename, start and end time in seconds, low and high frequency in Hertz, and an eBird species code. These species codes can be assigned to the scientific and common name of a species with the “species.csv” file. Geographical coordinates of San Ramon and Jardín regions can be found in the “recording_location.txt” file. Recording location coordinates are not included due to data privacy.</p> <p><strong>Acknowledgements </strong></p> <p>Compiling this extensive dataset was a major undertaking, and we are very thankful to the domain experts who helped to collect and manually annotate the data for this collection. Specifically, we want to thank (in alphabetical order): Alejandro Quesada, José Castaño, Luis Parra. We also thank Carlos Gamboa-Venegas (RedCONARE, CeNAT), for providing technical assistance for information transfer.</p> <p>We would also like to acknowledge our funding source: Nespresso AAA Sustainable Quality<sup>TM</sup> Program.</p>
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.