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zenodo36/100

To all people suffering with anxiety, and the rest as well.

<p>Published in annual review of silliness:&nbsp;Special issue on Spanish Inquisition.&nbsp;<br> <br> https://www.youtube.com/watch?v=NATej3MkGUA</p>

opencc-by-4.0Aug 1968View details →
zenodo36/100

Bionomia: a versioned archive of associations between people and the biodiversity data records they worked on. hash://sha256/4b192ed16cfe8577c2e275ada76bfdc19fe5a5381547139c8f8f4079e704b6f2 hash://md5/a69075f7a9a19f069c6d0c6d8f312259

<p>Biodiversity data describe&nbsp;nature in digital form. Bionomia [1] helps to associate the people behind the creation of biodiversity data and the records they worked on. Bionomia is updated constantly, and this publication provides a&nbsp;versioned snapshots of Bionomia data products, such as:</p> <p>https://bionomia.net/data/bionomia-public-profiles.csv</p> <p>and&nbsp;</p> <p>https://bionomia.net/data/bionomia-public-claims.csv.gz</p> <p>The data downloads are versioned using Preston [2], a biodiversity data tracker, by running the following command:</p> <pre><code class="language-bash">preston track\ https://bionomia.net/data/bionomia-public-claims.csv.gz\ https://bionomia.net/data/bionomia-public-profiles.csv</code></pre> <p>The history of this publication is:</p> <pre><code>&lt;hash://sha256/4b192ed16cfe8577c2e275ada76bfdc19fe5a5381547139c8f8f4079e704b6f2&gt; &lt;http://www.w3.org/ns/prov#wasDerivedFrom&gt; &lt;hash://sha256/22afc7a3e4e1c3bc289ce39573463331d3b594a11512c1233e39436973aea974&gt; . &lt;urn:uuid:0659a54f-b713-4f86-a917-5be166a14110&gt; &lt;http://purl.org/pav/hasVersion&gt; &lt;hash://sha256/22afc7a3e4e1c3bc289ce39573463331d3b594a11512c1233e39436973aea974&gt; .</code></pre> <p>as obtained via&nbsp;</p> <pre><code class="language-bash">preston history\ --remote https://zenodo.org/record/7810635/files,https://linker.bio\ --anchor hash://sha256/4b192ed16cfe8577c2e275ada76bfdc19fe5a5381547139c8f8f4079e704b6f2</code></pre> <p>The aliases include are&nbsp;</p> <pre><code>&lt;https://bionomia.net/data/bionomia-public-claims.csv.gz&gt; &lt;http://purl.org/pav/hasVersion&gt; &lt;hash://sha256/9d345ffa98f2556aa77609fa3604e61efbd8e53c067153038a65c8b4d3705ac1&gt; &lt;urn:uuid:05efc676-b344-45f8-a109-de4df5b85fd2&gt; . &lt;https://bionomia.net/data/bionomia-public-profiles.csv&gt; &lt;http://purl.org/pav/hasVersion&gt; &lt;hash://sha256/80265c7f885a261396df909163ad8df6bc32246b55350a8bc65c20a05b30a04c&gt; &lt;urn:uuid:b3437df4-7dd5-44b3-a154-2e06320ade2a&gt; . &lt;https://bionomia.net/data/bionomia-public-claims.csv.gz&gt; &lt;http://purl.org/pav/hasVersion&gt; &lt;hash://sha256/cca558f470657a3c3fb99be70907d5705e7b5c20d12412073307fc9146e94394&gt; &lt;urn:uuid:fa6c6542-57bc-405a-b518-01c225f474b1&gt; . &lt;https://bionomia.net/data/bionomia-public-profiles.csv&gt; &lt;http://purl.org/pav/hasVersion&gt; &lt;hash://sha256/80265c7f885a261396df909163ad8df6bc32246b55350a8bc65c20a05b30a04c&gt; &lt;urn:uuid:36c4c1ff-3baf-4250-8c1f-fbfb2f33dfaf&gt; .</code></pre> <p>as obtained via</p> <pre><code class="language-bash">preston alias\ --remote https://zenodo.org/record/7810635/files,https://linker.bio\ --anchor hash://sha256/4b192ed16cfe8577c2e275ada76bfdc19fe5a5381547139c8f8f4079e704b6f2</code></pre> <p>The first 5 lines of the tracked content are:</p> <pre><code>Subject,Predicate,Object https://gbif.org/occurrence/1839364365,http://rs.tdwg.org/dwc/iri/identifiedBy,https://orcid.org/0000-0001-9008-0611 https://gbif.org/occurrence/657804907,http://rs.tdwg.org/dwc/iri/identifiedBy,https://orcid.org/0000-0001-9008-0611 https://gbif.org/occurrence/657804727,http://rs.tdwg.org/dwc/iri/identifiedBy,https://orcid.org/0000-0001-9008-0611 https://gbif.org/occurrence/657804529,http://rs.tdwg.org/dwc/iri/identifiedBy,https://orcid.org/0000-0001-9008-0611</code></pre> <p>as obtained via:</p> <pre><code class="language-bash">preston cat\ --remote https://zenodo.org/record/7810635/files,https://linker.bio\ --anchor hash://sha256/4b192ed16cfe8577c2e275ada76bfdc19fe5a5381547139c8f8f4079e704b6f2\ https://bionomia.net/data/bionomia-public-claims.csv.gz\ | gunzip\ | head -n5 </code></pre> <p>&nbsp;</p> <p>and&nbsp;</p> <pre><code>Family,Given,Particle,OtherNames,Country,Keywords,wikidata,ORCID,URL Page,Roderic,,R. D. M. Page|Roderic D. M. Page|Rod Page,United Kingdom,"",,0000-0002-7101-9767,https://bionomia.net/0000-0002-7101-9767 Chatzimanolis,Stylianos,,S. Chatzimanolis|Stelios Chatzimanolis|Stelianos Chatzimanolis,United States,Taxonomist,,0000-0001-9008-0611,https://bionomia.net/0000-0001-9008-0611 Bachman,Steven,,Steven P Bachman|Steven Philip Bachman|Steve Bachman,United Kingdom,Red List|Conservation|Plants|Plantae|GIS|English,,0000-0003-1085-6075,https://bionomia.net/0000-0003-1085-6075 Robbins,Tod,,Todd Robbins,"",libraries|archives|Mormon studies|linked data|digital humanities|digital asset management,,0000-0002-6752-9721,https://bionomia.net/0000-0002-6752-9721</code></pre> <p>obtained via&nbsp;</p> <pre><code class="language-bash">preston cat\ --remote https://zenodo.org/record/7810635/files,https://linker.bio\ --anchor hash://sha256/4b192ed16cfe8577c2e275ada76bfdc19fe5a5381547139c8f8f4079e704b6f2\ https://bionomia.net/data/bionomia-public-profiles.csv\ | head -n5</code></pre> <p>&nbsp;</p> <p>This data publication was created in part in context of &quot;Bee-hind the Scenes: Documenting Digital Traces of Prominent Natural History Bee Specimens&quot; (see https://beehind.org), and is used together with an exhaustive list of record identifiers and associated institution, collection and catalog information [3].</p> <p><strong>References</strong></p> <p>[1]&nbsp;&nbsp;Shorthouse DP (2020) Slinging With Four Giants on a Quest to Credit Natural Historians for our Museums and Collections. Biodiversity Information Science and Standards 4: e59167.&nbsp;<a href="https://doi.org/10.3897/biss.4.59167">https://doi.org/10.3897/biss.4.59167</a></p> <p>[2]&nbsp;MJ Elliott, JH Poelen, JAB Fortes (2020). Toward Reliable Biodiversity Dataset References. Ecological Informatics.&nbsp;<a href="https://doi.org/10.1016/j.ecoinf.2020.101132">https://doi.org/10.1016/j.ecoinf.2020.101132</a></p> <p>[3]&nbsp;Poelen, Jorrit. (2023). Global Biodiversity Informatics Facility (GBIF): an exhaustive list of gbif record ids, dataset keys, and their associated Occurrence IDs, Institution Code, Collection Codes and Catalog Numbers. hash://sha256/ea88f03a7bfd1ba853fdbea3203d54ab81ac3cdc8e8da7c96bbbba9c4b05d933 hash://md5/c49fe34785354847b37ea4509261e130 (0.1) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.7789866</p> <p>&nbsp;</p>

opencc-zeroApr 2023View details →
zenodo36/100

Alexandria - People and Water dataset

<p>This dataset is a compilation of labeled data originating from Sentinel 1, Sentinel 2, and the Copernicus Digital Elevation Model (DEM). It offers a rich and comprehensive resource for those interested in geospatial analysis and remote sensing of the region incorporating Alexandria and several other notable locations in Egypt, Gaza, and Israel.</p> <p>The dataset includes three distinct files and a directory, each containing specific data:</p> <ol> <li> <p><code>S1.tif</code>: This file houses Sentinel 1 data specifically curated for Alexandria. The data is presented in two bands; Band 1 displays VV polarization while Band 2 displays VH polarization, both expressed in decibels (dB).</p> </li> <li> <p><code>S2.tif</code>: This file is contains&nbsp;Sentinel 2 data, again focusing on Alexandria. It comprises nine bands, namely B02, B03, B04, B05, B06, B07, B08, B11, and B12. It&#39;s noteworthy to mention that band B8A is not included in this collection.</p> </li> <li> <p><code>DEM_Orientation.tif</code>: This file contains the Copernicus DEM data for Alexandria. It incorporates four bands: Band 1 and 2 encode the aspect in sine and cosine respectively, Band 3 depicts the slope ranging from 0 to 1, and Band 4 represents height, which is normalized to the elevation of Mount Everest.</p> </li> </ol> <p>The accompanying directory is an exhaustive collection of 78 geospatial patches derived from various locations across Egypt, Gaza, and Israel. Each patch includes its own set of <code>DEM_Orientation</code>, <code>S1</code>, <code>S2</code>, and a unique label. These labels denote the amount of square meters of built-up area present in each 10x10m pixel, effectively representing built-up area coverage as a percentage. This crucial detail enables a deeper understanding of urbanization patterns and building densities across these regions.</p>

opencc-by-4.0May 2023View details →
zenodo36/100

Coasts for Kids - Episode 4 - How do people affect the coast

<p>[For more information and resources please visit www.coastsforkids.com] This is the 4th episode of the Coasts for Kids Series. Episode 4 encourages children to think critically and to develop their own understanding of human impacts. The video reviews knowledge on coastal morphodynamics from Episode 2 and coastal currents from Episode 3, as well as rising sea levels mentioned in Episode 1. The animation then explains how infrastructure and people can interfere with these processes. [The Coasts for Kids Series is currently available for free downloading from the Southport Eco Centre (UK) and the Coast and Ocean Collective (NZ). Check out the Coasts for Kids YouTube Channel for updates].</p>

opencc-by-4.0May 2023View details →
zenodo36/100

Inter-rating reliability of the Swiss Easy-Read Integrated Palliative Care Outcome Scale for People with Dementia

<p><strong># Brief project overview</strong><br> This is Data coming out of the IPOS-Dem project, a Stepped-wedge Cluster Randomised Trial (SW-CRT). Please make shure to check out the SW-CRT protocol for more details at <a href="http://www.doi.org/10.1111/jan.14953">https://www.doi.org/10.1111/jan.14953</a>. A detailed description of the reliability study published based on this data is availiable at <a href="http://www.doi.org/10.1371/journal.pone.0286557">https://www.doi.org/10.1371/journal.pone.0286557</a>. &nbsp;</p> <p>We are currently working on our main study (SW-CRT) analysis. While we remain dedicated to open science, our priority is to ensure the utmost integrity of our ongoing research.<br> I am pleased to inform you that we anticipate the final trial results to be published by Fall-Winter of 2023. Upon completion, our anonymized full dataset will be made accessible at <a href="https://doi.org/10.5281/zenodo.4008427">https://doi.org/10.5281/zenodo.4008427</a>. Interested parties seeking early access are encouraged to reach out to the first author directly. Furthermore, we are committed to enhancing the transparency and reproducibility of our research, and as such, we will provide the code for the full analysis at <a href="https://doi.org/10.5281/zenodo.4008429">https://doi.org/10.5281/zenodo.4008429</a>.</p> <p><strong># Contributors</strong><br> Frank Spichiger, Andrea Koppitz, Thomas Volken, Andr&eacute; Meichtry</p> <p><strong>## Repository overview</strong></p> <p>|-- readme.md<br> |-- documentation<br> &nbsp;&nbsp; &nbsp;|--readme.md<br> &nbsp;&nbsp; &nbsp;|--IPOS-Dem-Reliability_data-dictionary.html<br> &nbsp;&nbsp; &nbsp;|--IPOS-Dem-Reliability_sociodemographics_data-dictionary.html</p> <p>|-- data<br> &nbsp;&nbsp;&nbsp; &nbsp;|-- readme.md<br> &nbsp;&nbsp; &nbsp;|--data.csv<br> &nbsp;&nbsp; &nbsp;|--sd_overall.csv<br> |-- analysis<br> &nbsp;&nbsp; &nbsp;|--readme.md<br> &nbsp;&nbsp; &nbsp;|--scripts<br> &nbsp;&nbsp; &nbsp;&nbsp;&nbsp; &nbsp;|--MainAnalysis.rmd<br> &nbsp;&nbsp; &nbsp;&nbsp;&nbsp; &nbsp;|--S1_ClusterwiseSDs.rmd<br> &nbsp;&nbsp; &nbsp;&nbsp;&nbsp; &nbsp;|--S2_Item_Characteristics.rmd</p> <p><br> <strong># Applicable instructions</strong><br> The R markdown files were generated using R 4.2.2 in RStudio 2023.06.0 for MacOS X you can run them using free software but will need to install R, Rstudio and the packages introduced at the beginning of the files we used.</p> <p><strong># Additional resources</strong><br> - Main study protocol: <a href="https://www.doi.org/10.1111/jan.14953">https://www.doi.org/10.1111/jan.14953</a><br> - IPOS-Dem translation and adaption: <a href="https://www.doi.org/10.1186/s41687-022-00420-7">https://www.doi.org/10.1186/s41687-022-00420-7</a><br> - Pos-Pal consortium with more information on the measure: <a href="https://www.pos-pal.org">https://www.pos-pal.org</a></p>

opencc-by-4.0Jun 2023View details →
dryad36/100

Engagement with indigenous people preserves local knowledge and biodiversity alike

<p>Recent events have brought increasing attention to social inequities in the sciences, including those stemming from the legacy of colonialism. In biological classification, Western scientists have long benefitted from traditional indigenous knowledge but have usually not engaged with it on equal footing, often providing a biased assessment of biodiversity. We illustrate how adopting a collaborative approach results in a better, more complete understanding of biodiversity that promotes conservation of both the environment and indigenous knowledge. This study concerns the Bornean fruit tree species, <em>Artocarpus odoratissimus</em>, which has remained a single species in Western diagnosis but corresponds to two species in the traditional taxonomy of the Iban people. Molecular data from newly collected and historical specimens unequivocally support the Iban two-species framework. We advocate a more expansive approach to standardized scientific taxonomy that welcomes indigenous peoples as equal partners and that integrates diverse forms of taxonomic knowledge, ultimately resulting in improved understanding of evolutionary history and more effective conservation and management of biodiversity.</p>

opencc-zeroJun 2023View details →
dryad36/100

Data from: An investigation into the effectiveness of using acoustic touch to assist people who are blind

<p>In this work, we explored the potential of a technique known as "acoustic touch" to assist people who are blind in finding objects. This technique is an auditory sensory augmentation paradigm that uses smart glasses to sonify objects entering the device's field of view. We developed a wearable Foveated Audio Device (FAD) to study the efficacy and usability of using acoustic touch to search, memorise, and reach items. The study involved 14 participants, 7 blind/low vision and 7 sighted blindfolded participants. We compared the wearable device to two idealised conditions, a verbal clock face description and a sequential audio presentation through external speakers. We found that the wearable device can effectively aid the recognition and reaching of an object. We also observed that the device does not significantly increase the user's cognitive workload. These promising results suggest that acoustic touch can provide a wearable and effective method of sensory augmentation.</p>

opencc-zeroAug 2023View details →
zenodo36/100

Imptox People: Tanja Ćirković Veličković

<p>Prof. Ćirković is in charge of coordinating the Imptox project. Tanja Ćirković Veličković is a professor of biochemistry at the Faculty of Chemistry, University of Belgrade. She is also the coordinator of the university&rsquo;s Centre of Research Excellence for Molecular Food Sciences and an advisor in the area of international cooperation. Her current research interests revolve around proteomics, including identifying and cloning new respiratory and food allergens for improving pollen and food allergy diagnoses and treatment or the influence of food processing on the protein structure of foods. The Imptox project, funded by the EU&rsquo;s Horizon 2020 programme, will investigate the impact of MNPs on human health and allergy</p>

opencc-by-4.0May 2023View details →
zenodo36/100

Imptox People: Lea Ann Dailey

<p>Lea Ann Dailey works with a wide range of biomaterials, including polymeric, lipidic and protein-based nano-systems, to characterise nanomaterials&#39; in vitro and in vivo behaviour designed for use as nano-medicines. Knowledge gained through studying first nanomaterial biocompatibility and then biodistribution profiles is used to subsequently select the most promising nanoparticle platforms for drug encapsulation and development towards different therapeutic or diagnostic strategies. The Imptox project, funded by the EU&rsquo;s Horizon 2020 programme, will investigate the impact of MNPs on human health and allergy</p>

opencc-by-4.0Apr 2023View details →
dryad36/100

Historical racial redlining and contemporary patterns of income inequality negatively affect birds, their habitat, and people in Los Angeles, California

<p>The Home Owners' Loan Corporation (HOLC) was a U.S. government-sponsored program initiated in the 1930s to evaluate mortgage lending risk. The program resulted in hand-drawn 'security risk' maps intended to grade sections of cities where investment should be focused (greenlined areas) or limited (redlined zones). The security maps have since been widely criticized as being inherently racist and have been associated with high levels of segregation and lower levels of green amenities in cities across the country. Our goal was to explore the potential legacy effects of the HOLC grading practice on birds, their habitat, and the people who may experience them throughout a metropolis where the security risk maps were widely applied, Greater Los Angeles, California (L.A.). We used ground-collected, remotely sensed, and census data and descriptive and predictive modeling approaches to address our goal. Patterns of bird habitat and avian communities strongly aligned with the luxury-effect phenomenon, where green amenities were more robust, and bird communities were more diverse and abundant in the wealthiest parts of L.A. Our analysis also revealed potential legacy effects from the HOLC grading practice. Associations between bird habitat features and avian communities in redlined and greenlined zones were generally stronger than in areas of L.A. that did not experience the HOLC grading, in part because redlined zones, which included some of the poorest locations of L.A., had the highest levels of dense urban conditions, e.g., impervious surface cover. In contrast, greenlined zones, which included some of the city's wealthiest areas, had the highest levels of green amenities, e.g., tree canopy cover. The White population of L.A., which constitutes the highest percentage of a racial or ethnic group in greenlined areas, was aligned with a considerably greater abundance of birds affiliated with natural habitat features (e.g., trees and shrubs). Conversely, the Hispanic or Latino population, which is dominant in redlined zones, was positively related to a significantly greater abundance of synanthropic birds, which are species associated with dense urban conditions. Our results suggest that historical redlining and contemporary patterns of income inequality are associated with distinct avifaunal communities and their habitat, which potentially influence the human experience of these components of biodiversity throughout L.A. Redlined zones and low-income residential areas that were not graded by the HOLC can particularly benefit from deliberate urban greening and habitat enhancement projects, which would likely carry over to benefit birds and humans.</p>

opencc-zeroSep 2023View details →
zenodo36/100

Dataset to study "Understanding rural communities' narratives of land abandonment and its consequences on nature's contributions to people in a biocultural landscape in Spain"

<p>This dataset includes the raw data of a survey of 203&nbsp;local residents in the region of Las Hurdes, Spain. The dataset sheet presents respondents&#39; Linkages toward traditional land uses, Land abandonment perception and impacts, main agricultural practices, and socio-demographic characteristics (age, education level, place of residence, etc). The survey was carried out by face-to-face and the data compilation was done manually.&nbsp;The complete method is described in: Quintas‑Soriano, C.,&nbsp;Torralba, M., Garc&iacute;a‑Mart&iacute;n, M.,&nbsp;Plieninger, T., (2023): Narratives of&nbsp;land abandonment in&nbsp;a&nbsp;biocultural landscape of&nbsp;Spain. Regional Environmental Change, in press.</p> <p>In this upload you can find 2 files:</p> <p>1- Database: this file contains the dataset with all the valid responses to the survey. blank spaces mean that the question was left unanswered by the respondents.</p> <p>2- Document of the face-to-face survey with all the questions and panels used for the social sampling.</p>

opencc-by-4.0Sep 2023View details →
zenodo36/100

Imptox People: Tanja Ćirković Veličković

<p>Tanja Ćirković Veličković is a professor of biochemistry at the Faculty of Chemistry, University of Belgrade. She is also the coordinator of the university&rsquo;s Centre of Research Excellence for Molecular Food Sciences and an advisor in the area of international cooperation. Her current research interests revolve around proteomics, including identifying and cloning new respiratory and food allergens for improving pollen and food allergy diagnoses and treatment or the influence of food processing on the protein structure of foods.<br> &nbsp;</p> <p>The Imptox project has received funding from the EU&rsquo;s H2020 framework program for research and innovation under grant agreement n. 965173</p>

opencc-by-4.0Sep 2023View details →
zenodo36/100

Imptox People: Lea Ann Dailey

<p>Lea Ann Dailey works with a wide range of biomaterials, including polymeric, lipidic and protein-based nano-systems, to characterise nanomaterials&#39; in vitro and in vivo behaviour designed for use as nano-medicines. Knowledge gained through studying first nanomaterial biocompatibility and then biodistribution profiles is used to subsequently select the most promising nanoparticle platforms for drug encapsulation and development towards different therapeutic or diagnostic strategies. The Imptox project has received funding from the EU&rsquo;s H2020 framework program for research and innovation under grant agreement n. 965173</p>

opencc-by-4.0Sep 2023View details →
zenodo36/100

Lega People Bwami Society Rank Mask

From the Lega People of Zaire. Carved wood with variegated brown patina &amp; white kaolin in the form of an oval face mask with dark brown outer rim with incised dotted holes, recessed face portion covered with white kaolin, carved forehead ridge &amp; nose with nostrils, simple open eyes, open oval mouth, holes around outer edge for attachment. Source: Objaverse 1.0 / Sketchfab

opencc-byApr 2020View details →
zenodo36/100

Spoons of the Ainu people

Rice spoon, small spoon for liquid food, spoon for liquid food ID no.: 20885/mek, 20688/mek, 20718/mek Museum: The Seweryn Udziela Ethnographic Museum in Kraków https://muzea.malopolska.pl/en/objects-list/350 Digitalisation: RDW MIC, Małopolska's Virtual Museums project Source: Objaverse 1.0 / Sketchfab

opencc-zeroDec 2016View details →
ClinicalTrials.gov36/100

Believing People Can Change: A Randomized Controlled Trial of an Incremental Theory Intervention in Adolescence

ClinicalTrials.gov study NCT04133389. IPD Sharing: NO. Countries: 1. Publications: 8.

closedIPD-NOFeb 2026View details →
ClinicalTrials.gov36/100

Association Between Increased Oxidative Stress, Anti-Inflammatory Fatty Acid Formation, and Airway Infection in People With Asthma and Chronic Obstructive Pulmonary Disease

ClinicalTrials.gov study NCT00595114. IPD Sharing: Not stated. Countries: 1. Publications: 1.

restrictedIPD-UNDECIDEDFeb 2026View details →
ClinicalTrials.gov36/100

Microbial Basis of Systemic Malodor and "People Allergic To Me" Conditions

ClinicalTrials.gov study NCT03582826. IPD Sharing: YES. Countries: 2. Publications: 0.

controlledIPD-YESFeb 2026View details →
ClinicalTrials.gov36/100

An Exploration of the Impact of Emicizumab on the Lives of People With Haemophilia and Inhibitors and Their Families

ClinicalTrials.gov study NCT04723693. IPD Sharing: NO. Countries: 1. Publications: 1.

closedIPD-NOFeb 2026View details →
ClinicalTrials.gov36/100

Effectiveness of Aripiprazole for Improving Side Effects of Clozapine in the Treatment of People With Schizophrenia

ClinicalTrials.gov study NCT00345033. IPD Sharing: Not stated. Countries: 1. Publications: 7.

restrictedIPD-UNDECIDEDFeb 2026View 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