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zenodo40/100

An Intravenous Pancreatic Cancer Therapeutic: Characterization of CRISPR/Cas9n-modified Clostridium novyi-Non Toxic Supplementary Information Histology Slides Part 4

<p>H&amp;E and Gram stained whole slide scans for blinded cohorts from&nbsp;publication titled &lsquo;An Intravenous Pancreatic Cancer Therapeutic: Characterization of CRISPR/Cas9n-modified <em>Clostridium novyi-</em>Non Toxic&rsquo; published in PLOS One 2023.</p> <p>Excerpt from methods section of publication detailing acquisition of this data: &quot;Formalin-fixed tissue samples were processed for paraffin embedding by the means of dehydration, clearing and paraffin infiltration (Lynx II Tissue Processor). The paraffin embedded tissue samples were sectioned using a Leica Rotatory Microtome RM2125 RTS at 5um thickness. Designated tissue sections were&nbsp;subsequently de-paraffined and stained with H&amp;E and gram staining as per standard histology protocols (Leica Autostainer XL). Whole slide scanning (WSI) was performed by a Panoramic 250 whole slide scanner at 20x magnification (3D Histech) using a Carl-Zeiss Plan-Apochromat 20x / NA 0.8 objective.&quot;</p> <p>Please note when downloading the image files that the folder containing all of the .data files <strong>cannot</strong> contain the corresponding .mxrs file. The .mxrs and the folder containing the .data files <strong>must</strong> have identical names and be at the same file level (as uploaded). Files of this type can be opened by the open source software FIJI or QuPath, among others.</p> <p>Cohorts have been uploaded with viewers blinded to treatment groups to allow for unbiased review should it be desired, with a cohort key uploaded separately (doi: ##). Files are grouped so that all major organs from a single mouse are in the same compressed folder.</p>

opencc-by-4.0Aug 2023View details →
zenodo40/100

Short Online Reviews, and Movie Information from Douban(covering 224 movies released in China)

<p>This dataset contains 3 part:</p> <table> <tbody> <tr> <th>Filename&nbsp;(3 files)</th> <th>Size</th> <th>Description&nbsp;</th> </tr> <tr> <td>douban.movies.json</td> <td>147 kB</td> <td>Movie information from Douban, including a movie&#39;s Douban ID, name, rating, staff list, release time, type, box office result, ratings, and amount of official reports mentioned it.</td> </tr> <tr> <td>index.json</td> <td>123 kB</td> <td>The index mentioned in the paper.</td> </tr> <tr> <td>original_comments.json</td> <td>46 MB</td> <td>Original Chinese reviews, including release time and &quot;useful&quot; count until Sept, 2022.</td> </tr> </tbody> </table>

opencc-by-4.0Sep 2022View details →
zenodo40/100

Vaccination of poultry against highly pathogenic avian influenza – part 1. Available vaccines and vaccination strategies. Annex A–Supplementary information on ToR 1 data

<p>Table A.1 - Available vaccines for HPAI in poultry. The table includes information on vaccine characteristics such as HA seed strain, vaccine dosage and administration route,&nbsp;target species, authorisation status, challenge strain, duration of immunity and source of information.</p> <p>Table A.2 - Challenge&nbsp;experiments. The table includes data extracted from 28 selected studies&nbsp;from literature on challenge experiments. The&nbsp;data was used&nbsp;to quantify VE<sub>S</sub>, VE<sub>m</sub>, VE<sub>sh </sub>and VE<sub>s,sh </sub>for each vaccine assessed within each study. For each value of VE<sub>s,sh</sub> the probability R<sub>vac</sub> &lt; 1 was estimated to infer the probability of the vaccine to potentially stop transmission in vaccinated birds (VE<sub>T</sub>).</p> <p>Table A.3 - Transmission experiments. The table includes data extracted from 12 studies from the literature,&nbsp;data was used from the unvaccinated and vaccinated groups to quantify VE<sub>S</sub>, VE<sub>m</sub>, VE<sub>sh</sub> and VE<sub>s,sh</sub>&nbsp;for each vaccine assessed within each study;&nbsp;the estimated R values for the unvaccinated (R<sub>unv</sub>) and vaccinated (R<sub>vac</sub>) groups were also extracted. The R<sub>vac</sub> values were&nbsp;used to create a binomial variable classifying whether the vaccine could stop transmission (R &lt; 1) or not.</p>

opencc-by-4.0Oct 2023View details →
zenodo40/100

A Unified pastro for Gravitational Waves: Consistently Combining Information from Multiple Search Pipelines

<p>This repository is made to contain the data products released with the paper "&nbsp;<a href="https://arxiv.org/abs/2305.00071">A Unified p-astro for Gravitational Waves: Consistently Combining Information from Multiple Search Pipelines</a>". In this paper, we showed how information from multiple GW pipelines can be combined to calculate a single probability of astrophysical origin - p-astro for GW triggers. This repository contains the joint probability distributions trained using injection (simulated signal) and noise triggers from the PyCBC and gstLAL pipelines from the O3 observing run of LIGO and Virgo. Using these distributions, a unified p-astro can be calculated for the on-source triggers from GWTC-2.1, as we show in the paper.&nbsp;</p><p>If you would like to download all files on this page, we recommend <a href="https://gitlab.com/dvolgyes/zenodo_get)">zenodo_get</a>:</p><p>pip install zenodo_get zenodo-get RECORD_ID_OR_DOI</p><p>&nbsp;</p><p>There are two data products in this repository.</p><p>1. A text file "pastro_calcs.txt" which has the unified p-astro of all triggers from GWTC-2.1</p><p>2. A pickle file containing the injection KDEs and the noise distribution files, along with the values of the normalization constants for the various cases.</p><p>&nbsp;</p><p>The pickle file can be read in python by,</p><p>import pickle pdf = pickle.load(open('zenodo_pdf.pickle', 'rb'))</p><p>&nbsp;</p><p>The injection KDEs were created using search pipelines run on simulated signals done by the LIGO-Virgo-KAGRA collaboration. The injection files can be found in&nbsp;<a href="https://zenodo.org/record/5546676">this zenodo</a></p>

opencc-by-4.0Oct 2023View details →
zenodo40/100

Data assimilation experiments inform monitoring needs for near-term ecological forecasts in a eutrophic reservoir: data, forecasts, and scores

<p>This data publication contains zipped parquet from the Beaverdam Reservoir forecasting data assimilation experiments using the FLARE (Forecasting Lake And Reservoir Ecosystems) system:&nbsp;drivers.zip contains NOAA driver forecast files, targets.zip contains in-situ water temperature observations and meteorological data, forecasts.zip contains forecast parquet files generated from the BVR FLARE&nbsp;DA experiment workflow, and scores.zip contains forecast skill metrics required for analysis. Within the forecasts and scores folders, there are four runs that were conducted with different parameter tuning and uncertainty quantification. The "all_UC" folder includes forecasts run with process, driver, parameter, and initial condition uncertainty quantification. The "IC_off" folder includes forecasts run without initial conditions uncertainty included (i.e., only process, driver, and parameter uncertainty). The "constant_bad_pars" folder includes forecasts run with constant parameters (but daily updating of initial conditions) that were not tuned for Beaverdam Reservoir before forecasts were generated. Finally, the "tuned_bad_pars" folder includes forecasts that were run with daily updating of initial conditions and parameters, but the parameters started out at random values that were not tuned for Beaverdam Reservoir.</p>

opencc-by-4.0May 2023View details →
zenodo40/100

North Carolina Zoning Jurisdiction Information

<p>Information about 488 zoning jurisdictions in North Carolina collected by civic technology volunteers at Code for the Carolinas as a contribution to the National Zoning Atlas. Information for Guilford County and Charlotte and Triangle metro areas not included in this dataset.&nbsp;<br><br>Data collected following the standard in this document:<br><br>Bronin, Sara C. and Markley, Scott and Fader, Aline and Derickson, Evan, How to Make a Zoning Atlas 2.0: The Official Methodology of the National Zoning Atlas (June 13, 2023). Available at SSRN: <a href="https://ssrn.com/abstract=4476927">https://ssrn.com/abstract=4476927</a> or <a href="https://dx.doi.org/10.2139/ssrn.4476927">http://dx.doi.org/10.2139/ssrn.4476927&nbsp;</a></p>

opencc-by-4.0Oct 2023View details →
zenodo40/100

On the conversion of CO2 to value added products over composite PdZn and H-ZSM-5 catalysts: excess Zn over Pd, a compromise or a penalty? Supplementary information

<p>Supplementary Material: &nbsp;N2 adsorption, TEM, XAS, PXRD, test results</p>

opencc-by-3.0Jun 2020View details →
zenodo40/100

Figure 6 in A new species and new records of goatfishes of the genus Parupeneus (Mullidae) from the Indian Ocean, with updated occurrence information for P. jansenii in the Western Pacific

Figure 6. – Standard length against four morphometric characters, head length against anal-fin spine height, and total number of gill rakers against caudal-peduncle length in Parupeneus jansenii vs. P. nansen. In P. jansenii the two size groups are distinguished.

opencc-by-4.0Oct 2018View details →
zenodo40/100

Figure 2 in A new species and new records of goatfishes of the genus Parupeneus (Mullidae) from the Indian Ocean, with updated occurrence information for P. jansenii in the Western Pacific

Figure 2. – Standard length against total length in Parupeneus jansenii; greydotted lines: reference lines for TL and the determined SL for the Myanmar specimen; black dashed lines: reference lines for delimitation of small- and large-sized fish

opencc-by-4.0Oct 2018View details →
zenodo40/100

Datasets for 'Estmating autonomous vehicle localization error using 2D Geographic Information'

<p>Datasets for &#39;Estmating autonomous vehicle localization error using 2D Geographic Information&#39;</p>

opencc-by-4.0May 2019View details →
ClinicalTrials.gov40/100

Pilot Testing of an Equity Focused and Trauma-informed Communication Intervention During Family-centered Rounds

ClinicalTrials.gov study NCT05618652. IPD Sharing: NO. Countries: 1. Publications: 3.

closedIPD-NOFeb 2026View details →
ClinicalTrials.gov40/100

Improving Providers' Decision-Making and Reducing Information Overload Using Information Visualization in EHRs

ClinicalTrials.gov study NCT05937646. IPD Sharing: YES. Countries: 1. Publications: 1.

controlledIPD-YESFeb 2026View details →
ClinicalTrials.gov40/100

Telemedicine Control Tower for the Operating Room: Navigating Information, Care and Safety

ClinicalTrials.gov study NCT03923699. IPD Sharing: NO. Countries: 1. Publications: 4.

closedIPD-NOFeb 2026View details →
ClinicalTrials.gov40/100

Promoting Informed Decisions About Cancer Screening in Older Adults

ClinicalTrials.gov study NCT03959696. IPD Sharing: YES. Countries: 1. Publications: 2.

controlledIPD-YESFeb 2026View details →
ClinicalTrials.gov40/100

Intervening in Food Insecurity to Reduce and Mitigate (InFoRM) Childhood Obesity

ClinicalTrials.gov study NCT05586269. IPD Sharing: YES. Countries: 1. Publications: 0.

controlledIPD-YESFeb 2026View details →
ClinicalTrials.gov40/100

Getting Asian Americans INFORMED to Facilitate COVID-19 Testing and Vaccination

ClinicalTrials.gov study NCT04893265. IPD Sharing: YES. Countries: 1. Publications: 1.

controlledIPD-YESFeb 2026View details →
ClinicalTrials.gov40/100

Skin Imaging to Inform Laser Treatments

ClinicalTrials.gov study NCT04336163. IPD Sharing: NO. Countries: 1. Publications: 12.

closedIPD-NOFeb 2026View details →
dryad40/100

Data from: Feather chemicals contain information about the major histocompatibility complex in a highly scented seabird

Open the record for dataset details and reuse information.

publicApr 2022View details →
dryad40/100

Developmental isoform diversity in the human neocortex informs neuropsychiatric risk mechanisms

Open the record for dataset details and reuse information.

publicMar 2024View details →
dryad40/100

Simulated treatment effects on bird communities inform landscape‐scale dry conifer forest management

Open the record for dataset details and reuse information.

publicJan 2023View 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

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Your academic CV and NIH biosketch

Make your CV in your school's format and your NIH biosketch from it, then download both as Word files.