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.
3,507
datasets available to search
ShareScore release 0.7.1
Dataset results
3,507 results for “Observational studies”
Dataset for: Effectiveness of rectal artesunate as pre-referral treatment for severe malaria in children under 5 years of age: a multi-country observational study
<p>Dataset underlying the publication "<strong>Effectiveness of rectal artesunate as pre-referral treatment for severe malaria in children under 5 years of age: a multi-country observational study</strong>" (BMC Medicine)</p> <p>Data originating from the Community Access to Rectal Artesunate for Malaria (CARAMAL) Project, 2018-2021.</p> <p>Analysis of the health effect of the roll-out and administration of pre-referral rectal artesunate (RAS) in the Democratic Republic of the Congo, Nigeria and Uganda. Details provided in the publication.</p> <p> </p>
Fig. 2 in Strongyloidiasis in humans and dogs in Southern Italy: an observational study
Fig. 2 (MAP 2): Geographic distribution of positive dogs (n=6) and humans (n=9). Different colours as in map 1 are indicative of the different habits (red= kennels, blue= agricultural farms; violet= livestock farm). None of the kennels/farms positive for dogs were positive for humans and vice-versa
Fig. 1 in Strongyloidiasis in humans and dogs in Southern Italy: an observational study
Fig. 1 (MAP 1): Distribution of sampled farms and kennels differentiated by colours (red=kennels; violet=livestock farms; Blue=agricultural farms)
FIGURE 4. Burrowing techniques observed among the studied arthropod predators. A in Linking burrow morphology to the behaviors of predatory soil arthropods: Applications to continental ichnofossils
FIGURE 4. Burrowing techniques observed among the studied arthropod predators. A) Initial burrowing by intrusion by Scolopendra polymorpha (burrow opening at arrow). B) Burrowing by intrusion by Hogna lenta. C) Continued construction of a vertical shaft by compression by Gorgyrella inermis, compressing sediment along burrow boundary (at arrow) to increase the width. D) Subsurface tunnel construction by intrusion by Hemiscolopendra marginata. No sediment is removed as the tunnel is extended but is pressed against the tunnel boundary (at arrow). E) Burrowing by excavation by Mastigoproctus giganteus. Sediment is removed and carried with the pedipalps (at arrow). F) Burrowing by excavation by Pelinobus muticus. Sediment is removed and carried with the pedipalps (at arrow). G) Burrowing by excavation by Hadrurus arizonensis. Sediment is scraped and kicked back out (at arrow) of the developing burrow with the first two pairs of legs. H) Backfilling of a tunnel by S. polymorpha. The centipede removes sediment from the developing tunnel and uses it to fill the old tunnel (at arrow). I) Light silk lining around the opening, shaft, and chamber (at arrows) of Hysterocrates gigas. J) Thick silk lining around the shaft (at arrow) of G. inermis producing a smooth interior surface. K) Six silk runners (example at arrow) connected to the burrow entrance of G. inermis with a closed trap door.
Рис. 1. Регион иссΛеΑований: A — его поΛожение на карте Восточной Азии; B — общий виΑ Буреинско-Хинганской низменности; C — карта-схема ΑебеΑинского стационара Хинганского заповеΑника. УсΛовные обозначения: I — Хинганский заповеΑник (вкΛючает Αва кΛастера); II — заказник «Ганукан». 1 — Антоновское воΑохраниΛище; 2 — оз. ΔоΛгое; 3 — оз. Гусиное; 4 — оз. Третье ΑебеΑиное Fig. 1. Study region: A — study region on the map of the East Asia; B — Burea-Khingan (Arkhara) lowland; C — Lebedinsky Station. Notes: I — two clusters of Khingan Nature Reserve; II — Ganukan Sanctuary. 1 — Antonovskoye Reservoir; 2 — Dolgoye Lake; 3 — Gusinoye Lake; 4 — Lebedinoye Lake in The results of long-term observation of waterfowl spring migration in Khingan Nature Reserve, Eastern Russia
Рис. 1. Регион иссΛеΑований: A — его поΛожение на карте Восточной Азии; B — общий виΑ Буреинско-Хинганской низменности; C — карта-схема ΑебеΑинского стационара Хинганского заповеΑника. УсΛовные обозначения: I — Хинганский заповеΑник (вкΛючает Αва кΛастера); II — заказник «Ганукан». 1 — Антоновское воΑохраниΛище; 2 — оз. ΔоΛгое; 3 — оз. Гусиное; 4 — оз. Третье ΑебеΑиное Fig. 1. Study region: A — study region on the map of the East Asia; B — Burea-Khingan (Arkhara) lowland; C — Lebedinsky Station. Notes: I — two clusters of Khingan Nature Reserve; II — Ganukan Sanctuary. 1 — Antonovskoye Reservoir; 2 — Dolgoye Lake; 3 — Gusinoye Lake; 4 — Lebedinoye Lake
Data from: A tale of two studies: detection and attribution of the impacts of invasive plants in observational surveys
1.Short-term experiments cannot characterize how long-lived, invasive shrubs influence ecological properties that can be slow to change, including native diversity and soil fertility. Observational studies are thus necessary, but often suffer from methodological issues. 2.To highlight ways of improving the design and interpretation of observational studies that assess the impacts of invasive plants, we compare two studies of nutrient cycling and earthworms along two separate gradients of invasive shrub abundance. By considering the divergent sampling strategies and statistical analyses of these two studies, and interpreting their contradictory results in the context of other studies, we also aim to better describe the impacts of the focal invader, Rhamnus cathartica. 3.In a new study of a single site in Minnesota, we observed positive correlations between buckthorn abundance and soil pH, soil nutrient pools, nutrient fluxes through leaf litterfall, earthworm abundance, and root biomass. Multiple regression models showed these relationships persisted after accounting for variability in soil texture and tree species composition. For a separate, more expansive study in Illinois, other authors reported little to no correlation between buckthorn abundance and 10 soil properties, including earthworm abundance, pH, and nutrient concentrations. However, like many other studies, their regression models only assessed predictors related to invader abundance. R2 values for models of ecosystem properties ranged from 0-0.79 (adjusted-R2) for our study in Minnesota and from <0.05-0.16 (unadjusted) for the prior study in Illinois. 4.Differences in sampling error and use of predictor variables between the two studies likely explain the contrasting results. 5.Synthesis and applications. To reduce the uncertainty of conclusions from observational studies of invasive plants, future studies must ensure that heterogeneity of soils and vegetation is adequately accounted for in the sampling strategy and statistical analyses (e.g., analysis of covariance, multiple regression). Particular attention should be given to ecosystem properties with variability that likely predates the invader (e.g., geophysical features and tree community composition). In our study, effects of buckthorn on ecosystem properties were not only robust to the inclusion of potentially confounding predictors, but also consistent with expectations based on ecological stoichiometry and mass balance of element flow.
ASSESSMENT OF ADHERENCE TO NEW ORAL ANTICOAGULANTS IN ATRIAL FIBRILLATION PATIENTS WITHIN THE OUTPATIENT REGISTRY PROFILE. PROSPECTIVE OBSERVATIONAL STUDY (ANTEY study)
<p><strong>Rationale</strong></p> <p>Prevention of stroke and thromboembolic complications in non-valvular atrial fibrillation is one of the most common indications for the use of all NOACs and warfarin in cardiology. The issue of regular intake of all OACs, i.e. the issue of adherence to anticoagulation therapy, is paramount for better treatment. The problem of assessment of different aspects of adherence to OACs in patients with atrial fibrillation within an outpatient registry is of current interest.</p> <p><strong>Primary</strong> <strong>Study</strong> <strong>Objectives</strong></p> <p>The aim of the present study is to assess adherence to therapy and factors associated with adherence in patients with CV disease complicated by non-valvular atrial fibrillation requiring OAC treatment within the outpatient registry PROFILE (prospective, observational study).</p> <ol> <li>Data collection in patients with non-valvular atrial fibrillation requiring OAC treatment included in the registry</li> <li>Evaluation of actual patient adherence to OACs</li> </ol> <p><strong>Secondary Study Objective(s)</strong></p> <ol> <li>Evaluation of potential patient adherence to OACs</li> <li>Determination of most significant factors associated with adherence to OACs in patients with non-valvular AF</li> <li>Validation of new original questionnaire</li> <li>Evaluation of doctor’s adherence to OAC prescription according to Guidelines (ESC). Management of atrial fibrillation,2016)</li> </ol> <p><strong>Material and methods</strong></p> <p>.The study included 201 patients with nonvalvular AF from the outpatient "PROFILE" registry, 118 (58,7%) males. The mean age was 71,1 ±8,7 years. The study protocol consisted of the inclusion visit (V0), 6-month follow-up visit (V1), and phone contact 1 year after V0 (follow-up, FU). In V0, all patients were prescribed one of the NOACs. At V1 doctors could recommend warfarin or another NOAC to patients, who have refused to take prescribed NOAC. Medical adherence was determined using the original questionnaire</p> <p><strong>Inclusion Criteria (detailed)</strong></p> <ul> <li>Men and women above 18 years of age who were included in the "PROFILE" registry by the start of the observational study</li> <li>Presence of written informed consent to participate in the study, fill in the study questionnaires, and have personal data analyzed</li> <li>Presence of any form of non-valvular atrial fibrillation with CHA<sub>2</sub>DS<sub>2</sub>-VASc score of ≥1 or patients with CHA<sub>2</sub>DS<sub>2</sub>-VASc score = 0, who are already taking OAK</li> </ul> <p><strong>Exclusion Criteria</strong></p> <p>Patients with high bleeding risk, including patients with:</p> <ul> <li>Congenital or acquired bleeding disorders</li> <li>Uncontrolled resistant hypertension</li> <li>Exacerbation of gastric and duodenal ulcer</li> <li>Vascular retinopathy</li> <li>Recent history of intracranial or intracerebral hemorrhage</li> <li>Pathology of the brain and spinal cord vessels</li> <li>Recent history of the brain, spinal cord, or eye surgery</li> <li>History of bronchiectasis or pulmonary hemorrhage</li> <li>A CHA<sub>2</sub>DS<sub>2</sub>-VASc score of 0 (OACs are not indicated)</li> <li>Pregnancy, lactation</li> <li>Planned surgery</li> <li>Known hypersensitivity to ingredients of medications used in the study</li> </ul> <p><strong>Visit schedule</strong></p> <p>Visit schedule</p> <p>Two visits at 6-month intervals are scheduled for each patient as part of routine clinical practice:</p> <p>Visit 0– visit at study entry:</p> <ul> <li>receiving written informed consent to participate in research from patients</li> <li>inclusion in the program</li> <li>assessment of inclusion and exclusion criteria</li> <li>verification of non-valvular atrial fibrillation diagnosis (according to medical documentation, confirming the history of atrial fibrillation: ECG, Holter monitoring, etc..)</li> <li>collecting information on received medication therapy, including OACs</li> <li>physical examination of patients (measurements of blood pressure, heart rate, height, weight, waist circumference)</li> <li>questioning of patients to determine potential and actual adherence to OACs</li> <li>computation of points on the scale CHA<sub>2</sub>DS<sub>2</sub>-VASc and HAS-BLED to determine the indications for the appointment of the OACs and the identification of an increased risk of bleeding</li> <li>to determine the INR in patients who agreed to replace the use of warfarin with one of the NOACs</li> <li>prescription of OACs according to routine clinical practice and official labels for these medications</li> <li>instructing patients (according to the specifically designed scheme) to regularly take prescribed medications, be aware of precautionary measures when taking OACs, telling them about the pros and cons of treatment with OACs</li> </ul> <p>Visit 1 – visit at 6 months after the Visit 0:</p> <ul> <li>collecting information on patients’ compliance with doctor’s recommendations</li> <li>collecting information on patients’ actual medication therapy</li> <li>collecting information on the safety of treatment with OACs (in case the patient has been taking them), recording all adverse events that occurred during the study period</li> <li>measurements of blood pressure, heart rate as a part of routine clinical practice</li> <li>questioning of patients to determine potential and actual adherence to OACs</li> </ul> <p>FU - follow-up calls to patients (one year)</p> <p>Phone contact to determine patient’s life status, possible (fatal and non-fatal complications of non-valvular atrial fibrillation) and fill (after receiving patient’s consent) the original questionnaire.</p> <p><strong>Primary Outcome</strong></p> <p>The proportion of complete, partial adherent and non-adherent patients according to the original questionnaire</p> <p><strong>Secondary Outcomes </strong></p> <ul> <li>The proportion of potentially adherent patients (according to the original questionnaire)</li> <li>Identification of baseline characteristics associated with adherence</li> <li>The proportion of doctors prescribed OAC according to guidelines.</li> </ul> <p><strong>Safety Outcomes </strong></p> <p>Adverse events and outcomes were recorded from the start of treatment with the OAC until the end of the observational study period. The doctor evaluated the severity of adverse events and outcomes if necessary took measures for their medical treatment according to current clinical practice.</p> <p> </p> <p> </p>
Raw videos of the empirical observations performed studying large shoals of sulphur mollies (P. sulphuraria).
<p>Data acquired between April 6th and April 11th 2018 in Teapa, Tabasco, Mexico. These dataset was obtained for the study of the spontaneous wave activity observed in large shoals of sulphur mollies. Details on the analysis can be found in DOI: XX.XXXX/XXX (currently under review).</p> <p>The file called <a href="https://zenodo.org/api/files/3278318f-de77-4ee2-b1f2-0e7b6c6178aa/data_ALL_clusters.csv?versionId=e11e17f5-ac27-421c-bc83-09a2ea08dd1e">data_ALL_clusters.csv</a> contains four columns with the following information:</p> <ol> <li>cluster ID</li> <li>cluster area</li> <li>cluster volume</li> <li>cluster time duration</li> <li>cluster speed</li> </ol> <p>The h5 files contain the same information separated by acquisition day. In these h5 files, the areas, volumes and times are given in number of pixels and/or number of frames. Thus, they have to be re-scaled with the scaling factor dx=0.02 and dt=1/50.</p>
Dataset used for the study of "Validation of Aeolus wind profiles using ground-based lidar and radiosonde observations at La Réunion Island and the Observatoire de Haute Provence"
<p>Datasets used to create the figures and statistical study in "Validation of Aeolus wind profiles using ground-based lidar and radiosonde observations at La Réunion Island and the Observatoire de Haute Provence" </p>
Aggregated data issued from the JOBIM 2021 'Gender equality observational study'
<p>JOBIM 2021 Gender analysis</p> <p>This repository contains data and script related to our observation study of gender impact on asking behavior during JOBIM 2021. In agreement with our <a href="https://research.pasteur.fr/en/project/jobim-2021-pilot-project-gender-speaking-differences-in-academia/">data policy and RGPD regulations</a>, only aggregated, anonymous and/or publicly available information are posted in this repository. Zoom exports, registration survey and observation files containing names of askers and their accompanying scripts remains private.</p> <p>Citation</p> <p>If you wish to use our data please cite our manuscript: .https://www.biorxiv.org/content/10.1101/2022.03.07.483337v3</p>
Can we collect health-related quality of life information from anticoagulated atrial fibrillation participants who have recently experienced a bleed? An observational feasibility study in primary, and secondary care and through an online forum
<p>The purpose of the study was to evaluate the feasibility of recruiting participants diagnosed with atrial fibrillation (AF) taking oral anticoagulation therapies (OACs) and recently experiencing a bleed to collect health-related quality of life (HRQoL) information.</p> <p><strong>Design</strong></p> <p>Observational feasibility study. The study aimed to determine the feasibility of recruiting participants with minor and major bleeds, the most appropriate route for recruitment and the appropriateness of the Patient Reported Outcome Measures (PROMs) selected for collecting HRQoL information in AF patients, and the preferred format of the surveys.</p> <p><strong>Setting</strong></p> <p>Primary care, secondary care, and via an online patient forum.</p> <p><strong>Participants</strong></p> <p>The study population was adult patients (≥ 18) with Atrial Fibrillation (AF) taking oral anticoagulation therapies (OATs) who had experienced a recent major or minor bleed within the last four weeks.</p> <p><strong>Primary and Secondary outcome measures</strong></p> <p>Primary outcome:</p> <p>Patient reported outcome measures (PROMs): EuroQol 5 dimensions-5 levels (EQ-5D-5L); Perception of anticoagulant treatment questionnaire, part 2 only (PACT-Q, part 2); Atrial fibrillation effect on quality of life (AFEQT)</p> <p>Secondary outcomes:</p> <p>Location of bleed; bleed severity; current treatment; patient perceptions of HRQoLin relation to bleeding events.</p> <p><strong>Results</strong></p> <p>We received initial expressions of interest from 103 participants. We subsequently recruited 32 participants to the study- 14 from primary care and 18 through the AF forum. No participants were recruited through secondary care. Despite 32 participants consenting, only 26 initial surveys were completed. We received follow-up surveys from 11 participants (8 primary care and 3 AF forum). COVID-19 had a major impact on the study. </p> <p><strong>Conclusions</strong></p> <p>Primary care was the most successful route for recruitment. Most participants recruited to the study experienced a minor bleed. Further ways to recruit in secondary care should be explored, especially to capture more serious bleeds. </p> <p><strong>Registration</strong></p> <p>The study was adopted onto the NIHR Portfolio (I.D. #47771) and registered with www.ClinicalTrials.gov (#NCT04921176) in February 2021.</p> <p>Dataset contains all anonymised data for the participants who completed the survey including demographics, details of bleeds, co-morbidities and completed patient reported outcomes</p>
Observational Study of Convalescent Plasma for Treatment of Veterans With COVID-19
ClinicalTrials.gov study NCT04545047. IPD Sharing: NO. Countries: 1. Publications: 1.
An Observational Study of Presentation, Treatment Patterns, and Outcomes in Multiple Myeloma Participants
ClinicalTrials.gov study NCT02761187. IPD Sharing: YES. Countries: 15. Publications: 5.
A Study to Observe Vedolizumab and Anti-tumour Necrosis Factors (Anti-TNFs) Outcomes in Real-world Biologic Ulcerative Colitis (UC) and Crohn's Disease (CD) Participants
ClinicalTrials.gov study NCT03710486. IPD Sharing: YES. Countries: 2. Publications: 1.
Data from: A tale of two studies: detection and attribution of the impacts of invasive plants in observational surveys
Open the record for dataset details and reuse information.
Data for a meta-analysis of the effect of kelp forests on fish communities around the world from observational and experimental studies spanning 1983-2020
Data for Pérez-Matus, A., Micheli, F., Konar, B., Shears, N., Low, N., Okamoto, D., Wernberg, T., Krumhansl, K., Ling, S., Kinsgford, M., Navarrete-Fernandez, T., Ruz, C., and Byrnes, J. 2024. Kelp forests as nursery and foundational habitat for reef fish. Ecology. For the definitive analysis, see the paper. Code is at https://github.com/jebyrnes/fish_kelp_meta. This data set concerns the effects of kelp on fish community composition. Data was mined as part of the National Center for Ecological Analysis and Synthesis (NCEAS) working group on "Global impacts of climate change on kelp forest ecosystems." It consists of digitized information from studies searched (see methods) examining fish community composition with and without kelp. To summarize the study, conservation of marine biodiversity requires an understanding of the habitats needed to support and replenish species of interest. It also requires knowledge about the abundance and diversity of multi-species assemblages. Variation in the distribution and composition of kelp forests, one of the most productive marine coastal habitats globally, can have major influences on reef fishes – a group of ecologically and socio-economically important species. In the face of widespread and escalating loss of kelp forests, quantification of these effects is urgently needed to assess and project cascading impacts on biodiversity. Here, we evaluate relationships between kelp forests and associated reef fish populations using a global meta-analysis of experimental kelp removals and comparative surveys of kelp and adjacent non-kelp habitats. These analyses show that kelp forests increase the abundance of reef fishes, though the significance of this effect varied depending on the structural complexity of kelp forests. In experimental studies, kelp forests have a significant positive effect on fish species richness, revealing that kelp act as true foundation species by supporting the diversity of associated multi-species assemblag
PIE LTER bird observations associated with marsh sites used in space for time sea level rise study, Rowley, MA.
This dataset contains observations of birds foraging at high and low tide at space for time substition plots in tidal creek marshes off the Rowley River and Plum Island Sound in Rowley Massachusetts. The space for time study uses an intensive and comprehensive approach to compare low elevation, Spartina alterniflora marsh areas to higher elevation Spartina patens marsh areas. Birds were observed using timed interval observations, with one sampling bout per tide per site. Other related data files include: HTL-RO-ST-MAR-Sites, HTL-RO-ST-MAR-Biomass, HTL-RO-ST-MAR-Quads, HTL-RO-ST-MAR-Sediments, HTL-RO-ST-MAR-Bites, HTL-RO-ST-MAR-Sticky, HTL-RO-ST-MAR-Decomp, HTL-RO-ST-MAR-Traps, HTL-RO-ST-MAR-Deep_pitfalls
Dataset of GFRP cross-plies laminates observations for study of fiber/matrix interface crack growth
<p>This is the dataset which has been developed during the project course T009T at LTU (Luleå Tekniska Universitet) from September to December 2019.</p> <p>It contains mechanical data and microscopic observations done on GFRP cross-plies laminates [0,902]s and [0,903]s at different strain levels, from 0.3% to 1.0%.</p>
Observational studies on preventive measures and treatments for Covid-19
<p>In the course of our PubMed searches and preprints from MedRxiv, we identified a number of observational studies on preventive measures and treatments for Covid-19 that we have included in our systematic review.</p> <p>This file is updated regularly.</p>
Very high rate GPS observables at San Pedro Martir, Mexico (SPIG) continously operating station: dataset for the case study. Part 4.
<p>Archived data is on a Trimble raw T02 format from a Trimble NetR9 receiver. Complete metadata for the station can be obtained at the TLALOCNet archive at <strong>http://tlalocnet.udg.mx</strong>.</p> <p>This dataset is a high rate (50hz) version of the SPIG continous GPS station observables that is otherwise available as a 15 sec recording on the TLALOCNet archive (<strong>http://tlalocnet.udg.mx</strong>).</p> <p>Any use of this dataset or parts of it must give the proper acknowledgement, including the Zenodo assigned DOI (10.5281/zenodo.4002090) as follows:</p> <p>This material is partly based on GPS data provided by the SSN-Trans-boundary, Land and Atmosphere Long-term Observational and Collaborative Network (TLALOCNet; Cabral-Cano et al., 2018 and Pérez-Campos et al., 2018) jointly operated by Servicio de Geodesia Satelital (SGS) and Servicio Sismológico Nacional (SSN) at the Instituto de Geofísica-Universidad Nacional Autónoma de México in collaboration with UNAVCO, Inc. We gratefully acknowledge all the personnel from SGS, SSN and UNAVCO for station installation, maintenance, data acquisition, permanent IT support and data distribution. TLALOCNet and related GPS operations at SGS are supported by the Consejo Nacional de Ciencia y Tecnología (CONACyT) projects 253760 and 2017-01-5955, by the National Science Foundation grant EAR-1338091 and supplemental support from UNAM-Instituto de Geofísica.<br> <br> <strong>References</strong>.</p> <p>E. Cabral-Cano, X. Pérez-Campos, B. Márquez-Azúa, M. A. Sergeevaa, L. Salazar-Tlaczani, C. DeMets, D. Adams, J. Galetzka, K. Feaux, Y. L. Serra, G. S. Mattioli, and M. Miller, 2018. TLALOCNet: A Continuous GPS-Met Backbone in Mexico for Seismotectonic, and Atmospheric Research. Seismological Research Letters, v. 89, n. 2ª, p. 373-381. https://doi.org/10.1785/0220170190.</p> <p>X. Pérez‐Campos, V.H. Espíndola, J. Pérez, J. A. Estrada C. Cárdenas Monroy, D. Bello, Adriana González‐López, Daniel González Ávila, Moisés Gerardo Contreras Ruiz Esparza, Rafael Maldonado, Yi Tan, Iván Rodríguez Rasilla, Miguel Ángel Vela Rosas, José Luis Cruz, Arturo Cárdenas, Fernando Navarro Estrada, Alejandro Hurtado, Antonio de Jesús Mendoza Carvajal, Edgar Montoya‐Quintanar, Miguel A. Pérez‐Velázquez, 2018. The Mexican National Seismological Service: An Overview. Seismological Research Letters, v. 89, n. 2ª, p.318-323. https://doi.org/10.1785/0220170186.</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.