Skip to main content
Powered by ShareScore

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.

5,771

datasets available to search

ShareScore release 0.9.0

Reset

Dataset results

5,771 results for “Strategy”

Learn how ShareScore rates datasets ↗
zenodo44/100

Extended data for Manuscript: Identification of potential biological targets of oxindole scaffolds via in silico repositioning strategies

<p>This is the Extended Data for the manuscript &quot;<strong>Identification of potential biological targets of oxindole scaffolds via <em>in silico</em> repositioning strategies&quot;&nbsp;</strong>submitted to F1000 Research.</p> <p>Extended Data include a list of all the accession codes as mentioned in the text,&nbsp;the results of 2D fingerprint-based similarity analyses and ligand-protein complexes predicted by rigid docking and Induced Fit Docking calculations.</p>

opencc-by-4.0Feb 2022View details →
zenodo44/100

Data from: Radial stem growth of the clonal shrub Alnus alnobetula at treeline is constrained by summer temperature and winter desiccation and differs in carbon allocation strategy compared to co-occurring Pinus cembra

<p><strong>Data are documented in the following article:</strong></p> <p>Oberhuber W., G Wieser, F. Bernich, A. Gruber (2022) Radial stem growth of the clonal shrub <em>Alnus alnobetula</em> at treeline is constrained by summer temperature and winter desiccation and differs in carbon allocation strategy compared to co-occurring <em>Pinus cembra</em>. Forests 2022, 13, 440. doi: 10.3390/f13030440.</p> <p>&nbsp;</p> <p><strong>Summary:</strong></p> <p>Global change is affecting species areal distribution in many regions. A better understanding of how land-use change and climate warming affects shrub growth is essential for improved predictions of forest dynamics at the alpine treeline. Evaluation of radial stem growth of the clonal shrub <em>Alnus alnobetula</em> (= <em>Alnus viridis</em>) and the co-occurring tree species Swiss stone pine (<em>Pinus cembra</em>) within an alpine treeline ecotone revealed that mean ring width of nitrogen fixing <em>A. alnobetula</em> was about four times lower compared to <em>P. cembra</em>. Our findings are based on ring width data from <em>A. alnobetula</em> and <em>P. cembra</em> stems sampled at the alpine treeline ecotone on Mt. Patscherkofel (47&deg;12&rsquo;N, 11&deg;27&rsquo;E, Central European Alps, Austria, elevation range 2050 to 2190 m asl). Ring width time series include 86 radii from 51 stems of <em>A. alnobetula</em> (stems had mean age of 18&plusmn;7 yrs) and 24 radii from 16 stems of <em>P. cembra </em>(18&plusmn;4 yrs). We explain our findings by different carbon allocation strategies, i.e., preference of &ldquo;vertical&rdquo; stem growth in late successional <em>P. cembra</em> vs. favoring &ldquo;horizontal&rdquo; spread in the pioneer shrub<em> A. alnobetula.</em> By favouring clonal propagation over individual stem growth <em>A. alnobetula</em> is able to quickly spread at the alpine treeline ecotone.</p>

opencc-by-4.0Mar 2022View details →
zenodo44/100

Physiological information in Canadian species at risk recovery strategies (animals)

<p>Summary of physiological information contained in Canadian (animal)&nbsp;species at risk recovery strategies (SARA). For each recovery strategy, the dataset includes the species covered, publication dates, taxonomic classification, the number of times physiology was mentioned, the types of physiological traits included, and the threats the associated organism faces.</p>

opencc-by-4.0Sep 2021View details →
zenodo44/100

Assessing ambitious nature conservation strategies in a below 2-degree and food-secure world – supplementary spatial data

<p><strong>Assessing ambitious nature conservation strategies in a below 2-degree and food-secure world – supplementary spatial data</strong></p><p><strong>Authors: </strong>Marcel Kok, Johan Meijer, Willem-Jan van Zeist, Jelle Hilbers, Marco Immovilli, Jan Janse, Elke Stehfest, Michel Bakkenes, Andrzej Tabeau, Aafke Schipper, Rob Alkemade</p><p><strong>Point of contact:</strong> <a href="mailto:Marcel.Kok@pbl.nl">Marcel.Kok@pbl.nl</a></p><p><strong>Research paper summary:</strong> Global biodiversity is projected to further decline under a wide range of future socio-economic development pathways, even in sustainability-oriented scenarios. This raises the question how biodiversity can be put on a path to recovery, the core challenge for the implementation of the CBD Kunming-Montreal Global Biodiversity Framework. We designed two ambitious global conservation strategies, 'Half Earth' (HE) and 'Sharing the Planet' (SP), and evaluated their ability to restore terrestrial and freshwater biodiversity and to provide nature's contributions to people (NCP), while also limiting global warming below 2 degrees and ensuring food security. We applied the integrated assessment framework IMAGE with the GLOBIO biodiversity model, using the 'Middle of the Road' Shared Socio-economic Pathway (SSP2) with its projected human population growth as baseline. We found that the HE strategy performs generally better for terrestrial biodiversity (biodiversity intactness (MSA), Area of Habitat, Living Planet Index, Red List Index) in currently still natural regions. The SP strategy yields more improvements for biodiversity in human-used areas, for freshwater biodiversity and for regulating NCP (pest control, pollination, erosion control, water quality). However, both strategies were insufficient to restore biodiversity and corresponded with considerable increases in food security risks and global temperature. Only when we combined the conservation strategies with a portfolio of 'integrated sustainability measures', including climate change mitigation and reductions of food waste and animal product consumption, our scenarios resulted in a restoration of biodiversity and NCP while keeping global warming below two degrees and food security risks below the baseline projection.</p><p><strong>Contents:</strong> This repository contains the supplementary spatial data describing the specific prioritization of conservation areas under the Half Earth (HE) and Sharing the Planet (SP) scenarios, and the resulting scenario land use and MSA data sets for the year 2050, including also a baseline (BL) scenario. All spatial data is in geotiff format at a 10 arcsecond resolution in WGS84 coordinate system. Detailed description of the methodology is provided in the paper listed under "related identifiers".</p><p><strong>Keywords:</strong> Nature conservation, Half Earth, Sharing the Planet, Climate Change, Food Security, Solution-oriented scenarios, Biodiversity, Nature's Contribution to People, NCP</p>

opencc-by-4.0Dec 2021View details →
zenodo44/100

"Talking Stick" and Other Verbal Turn-taking Strategies

<p>The following data&rsquo; adapted and reconstructed because I see conventional strategies in teaching foreign languages to non-native speakers, can still be effective and efficient as long as the accuracy of the use of the teaching focus is measured. The inspiration for collecting this data, I accidentally saw one of the published scientific articles on literacy, which uses the TS (talking stick) technique to improve communication skills while strengthening the ability to remember, understand, and practice vocabulary in communication using English. Therefore data was converted to voice data which does not detract from the main point of the second scientific source&#39; while the strategy explained can be found below the section, then the audio format is displayed in mp3 formats separately.</p>

opencc-by-4.0May 2022View details →
zenodo44/100

Dataset for the article "Barriers and Opportunities for Sustainable Farming Practices and Crop Diversification Strategies in Mediterranean Cereal-Based Systems"

<p>Datasets from the surveys applied for the article &quot;Barriers and Opportunities for Sustainable Farming Practices and Crop Diversification Strategies in Mediterranean Cereal-Based Systems&quot;&nbsp;<a href="https://doi.org/10.3389/fenvs.2022.861225">https://doi.org/10.3389/fenvs.2022.861225</a></p>

opencc-by-4.0Sep 2022View details →
zenodo44/100

Residual emissions in long-term national climate strategies show limited climate ambition - Supplementary Data

<p>This supplementary data file contains the strategy data required to produce all figures in 'Residual emissions in long-term national climate strategies show limited climate ambition', in addition to tables presented in Supplemental Information.</p> <p>See 'Title' tab for contents.&nbsp;</p>

opencc-by-4.0Apr 2024View details →
zenodo44/100

Sample Records: Disinformation as a strategy of obstructionism on climate action: analysis of the limitations of the scientific literature for a systemic understanding of the phenomenon

<p>The project contains several underlying datasets essential for replicating the study's findings. The dataset <strong>01.1_PRIMERPRISMA_IDENTIFICATION.xlsx</strong> includes the initial selection of 6 general terms related to environment and sustainability and 11 specific terms related to disinformation, summarizing the selected keywords, generated Boolean operators, and initial search results, yielding 783 records. The <strong>01.2_PRIMER PRIMA-SCREENING.xlsx</strong> file details the screening process, eliminating duplicates and non-English documents, resulting in 271 retained records. The <strong>01.3_PRIMER PRISMA_INCLUDED.xlsx</strong> file contains results after further screening, retaining 82 documents with expanded bibliometric details. The <strong>02.1_SEGUNDOPRISMA_IDENTIFICATION.xlsx</strong> file documents the second phase of identification using new terms related to climate and disinformation, retrieving 174 records. The <strong>02.2_SEGUNDOPRISMA_SCREENING.xlsx</strong> file includes the screening process for the second phase, reducing records to 75, with an abstract review retaining 2 documents. The <strong>02.3_SEGUNDOPRISMA_INCLUDED.xlsx</strong> file integrates documents from both search phases and other sources, culminating in a final review of 86 documents. The <strong>3.1_Other sources.xlsx</strong> file includes additional relevant sources identified during the review process. Finally, the <strong>4-Final included.xlsx</strong> file contains the final set of 75 publications subjected to the DESLOCIS analysis model.</p>

opencc-zeroMay 2024View details →
zenodo44/100

Sample Records (Analytical procedure): Disinformation as a strategy of obstructionism on climate action: analysis of the limitations of the scientific literature for a systemic understanding of the phenomenon

<p>This dataset includes t<span>he online form and the results from the quantitative phase of the study: Disinformation as an obstructionist strategy in climate change mitigation: A review of the scientific literature for a systemic understanding of the phenomenon</span></p> <p>To duplicate the form you can use: https://forms.office.com/Pages/ShareFormPage.aspx?id=6sSEXw03nkuDDHVvi_G1Hw0s3dVrMb1NsO12gDNTB9BUREo4WENRMFFDN1lOSlRSU0xJNkVHWURWUS4u&amp;sharetoken=rg4Qfg19O4UgYzUB084C&nbsp;</p>

opencc-by-4.0Jul 2024View details →
zenodo44/100

Sample Records (PRISMA Checklist and Flow diagram): Disinformation as a strategy of obstructionism on climate action: analysis of the limitations of the scientific literature for a systemic understanding of the phenomenon

<p>This dataset includes: the PRISMA Checklist and the&nbsp;<span>PRISMA Flow diagram of the study titled: Disinformation as an obstructionist strategy in climate change mitigation: A review of the scientific literature for a systemic understanding of the phenomenon.</span></p>

opencc-by-4.0Jul 2024View details →
zenodo44/100

(PRE) Socio-economic and cultural dataset in relation to Persuasive Strategies to boost Energy Efficiency and in the UK, Spain, Greece and Austria

<p>The dataset has been created from obtaining answers from 303 participants of four different countries in the EU (the questionnaire can be studied in <strong>GreenSoul_Questionnaire.pdf</strong>). It is composed by several factors which are explained in different TXT files. All these factors are contained in a &quot;<strong>all_code_final_zenodo.xlsx</strong>&quot; along with their answers by participants. In the following a short descrition of each TXT which explian the dataset is provided.:</p> <p>&nbsp;&nbsp; &nbsp;* <strong>socio-economic_description_not_dependent_of_work</strong><br> &nbsp;&nbsp; &nbsp;&nbsp;&nbsp; &nbsp;- Contains all the information from participants which is irrespective of their current workplace. This file contains typical socio-demographic and cultural attributes from respondents.</p> <p>&nbsp;&nbsp; &nbsp;* <strong>socio-economic_description_dependent_of_work</strong><br> &nbsp;&nbsp; &nbsp;&nbsp;&nbsp; &nbsp;- Contains socio-economic and cultural information from participants which is relevant to the workplace in relation to energy efficient practices in such environment.</p> <p>&nbsp;&nbsp; &nbsp;* <strong>actions-at-work</strong><br> &nbsp;&nbsp; &nbsp;&nbsp;&nbsp; &nbsp;- Are a set of attributes which describe certain practices of employees in relation to energy efficiency.</p> <p>&nbsp;&nbsp; &nbsp;* <strong>persuasive_strategies</strong><br> &nbsp;&nbsp; &nbsp;&nbsp;&nbsp; &nbsp;- Explain the ratings from 1 to 5 that participants attributed to a set of persuasive strategies. These strategies are framed within Phychological Persuasive principles which are also explained in the file.</p> <p>&nbsp;&nbsp; &nbsp;* <strong>all_attributes_together</strong><br> &nbsp;&nbsp; &nbsp;&nbsp;&nbsp; &nbsp;- All the variables together without distinction of the environment where they are applicable.</p> <p>Finally, plots from every construct or attribute are provided in a zip file (<strong>plots_descriptive_analysis_per_city.zip</strong>) which contains the plots uploaded in &quot;PNG&quot; extension</p>

opencc-by-4.0Mar 2019View details →
zenodo44/100

PERCEIVE: WP3: Effectiveness of communication strategies of EU projects

<p>This data set contains all the relevant data referred to PERCEIVE WP3, as tasks within WP3 are logically connected. Data analyzed within WP3, but collected in WP5, are included in the data set &ldquo;<em>PERCEIVE: WP5: The multiplicity of shared meanings of EU and Cohesion Regional and Urban Policy at different discursive levels</em>&rdquo; (<a href="http://doi.org/10.5281/zenodo.1038041">http://doi.org/10.5281/zenodo.1038041</a>). Data analyzed in Task3.1 are mostly based on transcripts already included in the data set &ldquo;<em>PERCEIVE. WP1. Framework for comparative analysis of the perception of Cohesion Policy and identification with the European Union at citizen level in different European countries. Task1.2. Focus group with Cohesion Policy practitioners</em>&rdquo; (focus groups and other interviews).</p> <p>Task3.2 data are the results of a European wide online survey (at the moment this document is being compiled, the website of the survey is no longer online) targeting policy communicators and focused on three strategic aspects of communicating policy: a) factors of success and barriers, b) support from central institutions and c) communication mix and storytelling.</p> <p>Task3.3 data regard the analysis of social media communication from EU communication offices at both local and European level. Data covers a sentiment analysis performed on the Facebook homepages of Local Management Authorities (LMA) of PERCEIVE case study regions as well as twitter networks and timelines for international accounts and hashtags.&nbsp;</p> <p>Task3.4 data contain elements used in the statistical modeling of communication efforts (see Deliverable 3.4, <a href="http://doi.org/10.6092/unibo/amsacta/6111">http://doi.org/10.6092/unibo/amsacta/6111</a> or <a href="http://doi.org/10.5281/zenodo.1318144">http://doi.org/10.5281/zenodo.1318144</a>). Data cover the algorithmic clustering of topics detected in Task5.3, data derived from the PERCEIVE survey, the code (R programming environment) used to run regression analyses, as well as the results of the analyses themselves.</p> <p>Task3.5 data refer to secondary publicly available data. Namely the collection of the PANORAMA magazine available at INFOREGIO, the Directorate of Regional Policy web portal (<a href="https://ec.europa.eu/regional_policy/en/information/publications/panorama-magazine/">https://ec.europa.eu/regional_policy/en/information/publications/panorama-magazine/</a>), and Eurobarometer data on &ldquo;awareness&rdquo; available at the Open Data Portal of the EC (<a href="http://ec.europa.eu/commfrontoffice/publicopinion/index.cfm">http://ec.europa.eu/commfrontoffice/publicopinion/index.cfm</a>). The textual content of PANORAMA magazine has been content analyzed and the results are made available as a .csv table of concepts&rsquo; frequencies per magazine issue.</p>

opencc-by-4.0Dec 2018View details →
zenodo44/100

Dataset for Analysis of the Overhead Crane Energy Consumption Using Different Container Loading Strategies in Urban Logistics Hubs

<p>The purpose of this dataset is to enable the replication of the research results presented in the article: Kłodawski Michał, Jachimowski Roland, &amp; Chamier-Gliszczyński Norbert, 2024. &bdquo;Analysis of the Overhead Crane Energy Consumption Using Different Container Loading Strategies in Urban Logistics Hubs&rdquo;. Energies 17: 1&ndash;24. https://doi.org/10.3390/en17050985 - published online: 2024-02-20, which discusses the application of simulation in solving the problem of the overhead crane energy consumption using different container loading strategies in Urban Logistics Hubs.</p> <p>Dataset contains:</p> <ul> <li>Readme.txt: description of the dataset.</li> <li>Data_Crane.xlsx: Contains the input data used in the model for estimating crane energy consumption.</li> <li>Results_01.csv: Contains output data - Simulation results of energy consumption, and total average energy recovery for each scenario.</li> <li>Results_02.csv: Contains output data - Simulation results - mean values from the results of all scenario replications.</li> </ul> <p>The dataset was created as part of the E-Laas project (Energy optimal urban logistics As A Service).<br>Project implemented as part of the call ERA-NET Cofund Urban Accessibility and Connectivity (ENUAC China Call) organized by JPI Urban Europe and the National Natural Science Foundation of China (NSFC). This project has received funding from the European Union&rsquo;s Horizon 2020 research and innovation programme under grant agreement No 875022.<br>&nbsp;E-Laas project is carried out in an international consortium. Project coordinator in Europe: Chalmers University of Technology (Sweden), project coordinator in China: Shanghai University (China), consortium members: Tsinghua University (China), Warsaw University of Technology (Poland), cooperation partners: Stockholms stad, Trafikkontoret (Sweden), ParkUnload (Spain), Metropolis GZM (Poland), Shanghai Urban-Rural Construction and Transportation Department (China), Volvo Group Trucks Technology and Operations (Sweden).<br>- The Chinese part of the project is funded by National Natural Science Foundation of China.<br>- The Swedish part of the project is funded by Swedish Energy Agency.<br>- The Polish part of the project is funded by the National Science Centre, Poland (project no. 2022/04/Y/ST8/00134). The value of the co-financing is PLN 878,107.00. Project duration 27/04/2023 - 26/04/2026 (36 months).</p>

opencc-zeroOct 2024View details →
zenodo44/100

Set of images published in publication "Cleaning strategies for 3D-printed porous scaffolds used for bone regeneration fabricated via ceramic vat photopolymerization"

<p>Figures of publication "Cleaning strategies for 3D-printed porous scaffolds used for bone regeneration fabricated via ceramic vat photopolymerization".</p> <p><a title="Persistent link using digital object identifier" href="https://doi.org/10.1016/j.ceramint.2024.10.160" target="_blank" rel="noreferrer noopener"><span><span>https://doi.org/10.1016/j.ceramint.2024.10.160</span></span></a></p>

opencc-by-4.0Oct 2024View details →
zenodo44/100

NMR data of all compounds appearing in the study "Visible Light-Mediated Formal Alkylation and [4+1]-Cycloaddition Strategies of Silyl Enol Ethers with Aryldiazoacetates"

<p>FID files of NMR data (<em>e.g.</em> 1H, 13C{1H}, 19F{1H}, COSY, HSQC, DEPT135 and HMBC) associated with all compounds synthesized during the study entitled "Visible Light-Mediated Reactions of Silyl Enol Ethers with Aryldiazoacetates: Formal Alkylation and [4+1]-Cycloaddition Strategies" (a research project in organic synthesis)</p>

opencc-by-4.0Oct 2024View details →
zenodo44/100

Trends in Sustainability Strategies (WoS database, 1988-2024)

<p>Trends in sustainability strategies in scientific literature. Annual number of records in the Web of Science (WoS) database for each year, based on a combined search of '<em>sustainability</em>' and search terms for one of the three <em>sustainability</em> strategies: <em>efficiency</em> (square), <em>consistency</em> (also known as <em>eco-effectiveness</em>, circle), and <em>sufficiency</em> (diamond). Data extracted on November 8, 2024.</p>

opencc-by-4.0Nov 2024View details →
zenodo44/100

PhasAGE Expert Seminar- Inhibition of age-associated genomic instability: emerging strategy to delay cellular senescence and aging

<p>The PhasAGE <strong>Expert Seminars </strong>consist of a series of talks with speakers from PhasAGE partner&rsquo;s institutions to promote a successful transfer of knowledge about PhasAGE topics &ndash; biomolecular phase separation, aging and age-related diseases.</p>

opencc-by-4.0Jun 2021View details →
zenodo44/100

Qualitative dataset - Social justice-oriented narratives in European urban food strategies: Bringing forward redistribution, recognition and representation (Smaal et al., 2021)

<p>This qualitative dataset contains the English translations of&nbsp;the&nbsp;plain texts of the urban food strategy documents or webpages&nbsp;of 16 European medium-sized&nbsp;cities: Basel [CH]; Bristol [UK]; Bruges [BE]; Cordoba [ES]; Donostia - San Sebasti&aacute;n [ES]; Ede [NL]; Geneva [CH]; Ghent [BE]; Grenoble [FR]; Groningen [NL]; Montpellier [FR]; Nantes [FR]; Rennes [FR]; Tours [FR]; Uppsala [SE]; and Vitoria-Gasteiz [ES]. The search for&nbsp;and translation of the urban food strategy documents and webpages&nbsp;have been performed&nbsp;in early 2019. The files have been analysed in NVivo (qualitative data analysis software).&nbsp;The upload&nbsp;also includes figures and a&nbsp;table with the authors&#39; assessments connected to the resources and services codes and radar diagram visualisations presented in the following paper:&nbsp;</p> <p>Smaal, S. A. L., Dessein, J., Wind, B. J., &amp; Rogge, E. (2021). Social justice-oriented narratives in European urban food strategies: Bringing forward redistribution, recognition and representation. <em>Agriculture and Human Values</em>, 38(3), 709&ndash;727. <a href="http://doi.org/10.1007/s10460-020-10179-6">https://doi.org/10.1007/s10460-020-10179-6</a>&nbsp;</p> <p><strong>Abstract:&nbsp;</strong>More and more cities develop urban food strategies (UFSs) to guide their efforts and practices towards more sustainable food systems. An emerging theme shaping these food policy endeavours, especially prominent in North and South America, concerns the enhancement of social justice within food systems. To operationalise this theme in a European urban food governance context we adopt Nancy Fraser&rsquo;s three-dimensional theory of justice: economic redistribution, cultural recognition and political representation. In this paper, we discuss the findings of an exploratory document analysis of the social justice-oriented ambitions, motivations, current practices and policy trajectories articulated in sixteen European UFSs. We reflect on the food-related resource allocations, value patterns and decision rules these cities propose to alter and the target groups they propose to support, empower or include. Overall, we find that UFSs make little explicit reference to social justice and justice-oriented food concepts, such as food security, food justice, food democracy and food sovereignty. Nevertheless, the identified resources, services and target groups indicate that the three dimensions of Fraser are at the heart of many of the measures described. We argue that implicit, fragmentary and unspecified adoption of social justice in European UFSs is problematic, as it may hold back public consciousness, debate and collective action regarding food system inequalities and may be easily disregarded in policy budgeting, implementation and evaluation trajectories. As a path forward, we present our plans for the RE-ADJUSTool that would enable UFS stakeholders to reflect on how their UFS can incorporate social justice and who to involve in this pursuit.</p> <p><em>This project has received funding from the European Union&#39;s Horizon 2020 research and innovation programme under the Marie Sklodowska-Curie grant agreement No 765389.&nbsp;</em></p> <p>Project webpage:&nbsp;<a href="https://recoms.eu/">https://recoms.eu/</a></p>

opencc-by-4.0Aug 2021View details →
zenodo44/100

Resource use strategies, resistance and tolerance to aerial biomass removal in Argentina mid-west native plants

<p>Dataset&nbsp;of the PhD Thesis from Lucas D. Gorn&eacute;:<br> &nbsp;&nbsp; &nbsp;- Gorn&eacute; LD. 2018. Estrategias de uso de recursos, resistencia y tolerancia a la remoci&oacute;n de biomasa a&eacute;rea en plantas nativas del centro-oeste de Argentina. Tesis del Doctorado en Ciencias Biol&oacute;gicas. Facultad de Ciencias Exactas, F&iacute;sicas y Naturales. Universidad Nacional de C&oacute;rdoba. C&oacute;rdoba, Argentina. https://ri.conicet.gov.ar/handle/11336/87925.</p>

opencc-by-4.0Sep 2021View details →
zenodo44/100

Data and Code from: On-farm land management strategies and production challenges in United States Organic Agricultural Systems.

<p>This repository contains data and code used in:</p> <p>Isaac Mpanga, Russel Trondstad, Jessica Guo, David LeBauer, and John Omololu, 2021. On-farm land management strategies and production challenges in United States Organic Agricultural Systems. Current Research in Environmental Sustainability.</p> <p>It provides USDA Surveys of Agricultural Production from 2008-2019 to investigate state and national trends by state in organic farm area, number, and sales, as well to evaluate national trends in on-farm land-use practices and challenges facing US organic production.</p> <p>It also includes code used to transform, visualize, and analyze the data, and derived data products - notably organic farm area and sales with values imputed to correct for redacted state level measures.</p>

openmit-licenseOct 2021View details →

ScienceDex guides

Understand access before you commit

These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.

Compare curated 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.

allen-brain-atlas
neuroscienceopenDocumentation, web resources, and API references are available online.
Last verified 2026-04-30Open record

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.

abode-home-cage
behavioral-neuroscienceopenThe DataShare record exposes download links for annotations, documentation, license text, and the zipped per-snippet data directory.
Last verified 2026-04-30Open record

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.

dandi-nwb
electrophysiologyopenPublished Dandiset metadata and archive endpoints are available through the production DANDI API.
Last verified 2026-04-30Open record

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.

ibl
behavioral-neuroscienceopenPublic sessions can be searched and loaded from the IBL public data server through ONE.
Last verified 2026-04-29Open record

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.

openneuro
neuroscienceopenPublished datasets are available on demand over the internet.
Last verified 2026-04-29Open record