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zenodo28/100

Data set for Two- to three-dimensional crossover in a dense electron liquid in silicon

<p>Data set for&nbsp;Two- to three-dimensional crossover in a dense electron liquid in silicon paper</p>

opencc-by-4.0May 2018View details →
zenodo28/100

Surveyed data set of certified organic tea farmers in Sri Lanka

<p>This uploaded file contains the surveyed data of certified organic tea farmers in Sri Lanka. Data collection was carried out in February and March 2017. Data were&nbsp;entered in the SPSS (Statistical Package for Social Sciences) 18 version.&nbsp; &nbsp;</p>

opencc-by-nc-nd-4.0May 2018View details →
zenodo28/100

My twitter data set

<p>My twitter dataset</p>

opencc-by-4.0Sep 2018View details →
zenodo28/100

Ensembl genes [data set for teaching purposes]

<p>CSV file for teaching purposes.</p>

opencc-by-4.0Jan 2019View details →
zenodo28/100

Synthetic Data for Neutrophil Analysis: Sets one large neutrophil shape and Poisson noise

<p><strong>Synthetic Datasets with&nbsp; one large irregular shape and Poisson noise.</strong></p> <p><strong>Part of the PhagoSight neutrophil tracking and analysis package (Henry, et al., PLOS ONE, 2013):</strong></p> <p>&nbsp;</p> <p>https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0072636</p> <p>http://www.phagosight.org</p> <p>https://github.com/phagosight/phagosight</p> <p>&nbsp;</p> <p>A series of synthetic data sets that reproduce different behaviour characteristics of migrating neutrophils were generated in MATLAB. The data sets consisted of one artificial neutrophil that travelled along a path that presented different conditions of tortuosity, times to activation during 98 time frames.</p> <p>Numerous data sets of neutrophils in zebrafish were carefully observed before setting the characteristics. One trajectory was manually determined by setting the row, column positions of the centroid at every time point for 98 time frames. The trajectory was designed so that it would represent different neutrophil behaviours: some moments were very oriented and had movements with uniform distance between time frames, whilst others were less uniform and would move at different velocities, some were tortuous whilst others were straight.</p> <p>Each time frame consisted of 11 slices of z-stack each with 275 x 275 pixels, where the neutrophil was formed by Gaussian distributions of higher intensities than the background and <strong>Poisson noise </strong>(check the corresponding sets with <strong>smaller </strong>regular shapes with Gaussian noise and irregular shapes with Poisson noise).</p> <p>&nbsp;</p> <p>Files corresponding to the sets with irregular shapes and Poisson noise (noise increases from 1 to 5):</p> <ul> <li><strong>&nbsp;&nbsp;&nbsp; Ground Truth&nbsp;&nbsp;&nbsp; &nbsp;&nbsp; syntheticData_L_mat_La </strong></li> <li><strong>&nbsp;&nbsp;&nbsp; First data set&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; &nbsp;&nbsp; syntheticData_L1_mat_Re</strong></li> <li><strong>&nbsp;&nbsp;&nbsp; Second data set&nbsp;&nbsp;&nbsp;&nbsp; syntheticData_L2_mat_Re</strong></li> <li><strong>&nbsp;&nbsp;&nbsp; Third data set&nbsp;&nbsp;&nbsp;&nbsp; &nbsp; syntheticData_L3_mat_Re</strong></li> <li><strong>&nbsp;&nbsp;&nbsp; Fourth data set&nbsp; &nbsp;&nbsp; syntheticData_L4_mat_Re</strong></li> <li><strong>&nbsp;&nbsp;&nbsp; Fifth data set&nbsp;&nbsp;&nbsp;&nbsp; &nbsp;&nbsp; syntheticData_L5_mat_Re</strong></li> </ul> <p>&nbsp;</p> <p>Corresponding GIF files are also included as illustrations of the cells in motion.</p> <p>&nbsp;</p> <p>Main Reference:</p> <p><a href="https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0072636"><strong><em>PhagoSight</em>: An Open-Source MATLAB&reg; Package for the Analysis of Fluorescent Neutrophil and Macrophage Migration in a Zebrafish Model</strong> </a><br> Henry&nbsp;KM, Pase&nbsp;L, Ramos-Lopez&nbsp;CF, Lieschke&nbsp;GJ, Renshaw&nbsp;SA, Reyes-Aldasoro CC. (2013) <em>PhagoSight</em>: An Open-Source MATLAB&reg; Package for the Analysis of Fluorescent Neutrophil and Macrophage Migration in a Zebrafish Model. PLOS ONE 8(8): e72636. <a href="https://doi.org/10.1371/journal.pone.0072636">https://doi.org/10.1371/journal.pone.0072636</a></p>

opencc-by-4.0Apr 2013View details →
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Nanoresolution real-time 3D orbital tracking for studying mitochondrial trafficking in vertebrate axons in vivo - Data Set 5

<p>Supplementary videos including raw data</p>

opencc-by-4.0Jun 2019View details →
zenodo28/100

Nanoresolution real-time 3D orbital tracking for studying mitochondrial trafficking in vertebrate axons in vivo - Data Set 4

<p>The data set was analyzed in supplementary figure 3.</p>

opencc-by-4.0Jun 2019View details →
zenodo28/100

Nanoresolution real-time 3D orbital tracking for studying mitochondrial trafficking in vertebrate axons in vivo - Data Set 3

<p>The data set was analyzed in supplementary figure 2.</p>

opencc-by-4.0Jun 2019View details →
zenodo28/100

The "lastfm" data set used in the article "A comparative study of social network models: Network evolution models and nodal attribute models"

<p>This is the &quot;lastfm&quot; network used in the article:</p> <p>Toivonen, R., Kovanen, L., Kivel&auml;, M., Onnela, J. P., Saram&auml;ki, J., &amp; Kaski, K. (2009). A comparative study of social network models: Network evolution models and nodal attribute models. Social networks, 31(4), 240-254.</p> <p>doi:10.1016/j.socnet.2009.06.004</p> <p>The data set is described in the article. Please cite the original article when using this data set.</p> <p>Format of the data set is an edge list, where row in the file is an edge connecting the two nodes indicated by the two numbers separated by a whitespace. Each node number corresponds to a single account in the website.</p> <p>The original data in which this network is based on was licensed under the &quot;Creative Commons Attribution-NonCommercial-ShareAlike 2.0 UK: England &amp; Wales&quot; licese, and accordinly this data set uses the same license. License available at&nbsp;https://creativecommons.org/licenses/by-nc/2.0/uk/</p>

openother-ncSep 2019View details →
zenodo28/100

data set

<p>This is a data set of the paper.</p>

opencc-by-4.0Oct 2019View details →
zenodo28/100

Experimental data sets for "Interaction-driven breakdown of Aharonov-Bohm caging in flat-band Rydberg lattices"

<p>We present here all experimental data sets for the figures in main text.</p>

opencc-by-4.0Aug 2024View details →
zenodo28/100

All parameter files, result files, and simulated data sets used in PIPI3

<p>All parameter files, result files, and simulated data sets used in PIPI3.</p>

opencc-by-4.0Aug 2024View details →
zenodo28/100

Parameter files, result files, and simulated data set used in PIPI3

<p>Parameter files, result files, and simulated data set used in PIPI3</p>

opencc-by-4.0May 2024View details →
zenodo28/100

Data set for AI Chatbot in banking

<p>Data set for AI Chatbot in banking for Indonesia case.</p>

opencc-by-4.0Aug 2024View details →
zenodo28/100

All result files, searching parameter files, and simulated data sets used in FeasiModel

<p>All result files, searching parameter files, and simulated data sets used in FeasiModel</p>

opencc-by-4.0Aug 2024View details →
zenodo28/100

data set

Open the record for dataset details and reuse information.

opencc-by-4.0Aug 2024View details →
zenodo28/100

Nitrate trend reversal in Dutch dual-permeability chalk springs, evaluated by tritium-based groundwater travel time distributions [Data set]

<p>Data set covering measured nitrate and sulfate data of 90 springs, the tritium and nitrate input data for the convolution models and the age distributions metrics for the base case model and the stringent denitrification model, which were described in the publication in Science of the Total Environment (2024); doi: <em>10.1016/j.scitotenv.2024.175250</em></p>

opencc-by-nc-4.0Aug 2024View details →
zenodo28/100

Hearing the Voice of Software Practitioners on Technical Debt Monitoring: Understanding Monitoring Practices and the Practices' Avoidance Reasons: Data set

Open the record for dataset details and reuse information.

opencc-by-4.0Aug 2024View details →
zenodo28/100

Detection of HBV mRNA in a liver scRNA-seq data set

Open the record for dataset details and reuse information.

opencc-by-4.0Sep 2024View details →
zenodo28/100

Data_set_collected

<p><strong>※Please make sure to cite appropriately from the journal site when referencing.</strong></p> <p>This is the data of the following article.</p> <p>Ishii, Y. (2025). Applicability and reflection of three-phase model of language comprehension on the listening skill of Japanese EFL (English as Foreign Language) learners. <em>Linguistica online; miscellanea XVI., 28</em>., 1-61.</p> <p>You can access this article on this Journal page.</p> <p>Journal site: <a href="https://www.phil.muni.cz/linguistica/">https://www.phil.muni.cz/linguistica/</a></p> <p>The article: <a href="https://www.phil.muni.cz/linguistica/art/ishi/ish-001.pdf">https://www.phil.muni.cz/linguistica/art/ishi/ish-001.pdf</a></p>

openSep 2024View details →

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

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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