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93 results for “dissertations”
Datasets of the Doctoral Dissertation: "A Geoarchaeological Approach to the Materiality and Historical Ecology of Earth Mounds: The Colina da Monte Site, Uruguay."
<p>These PDF files contain the datasets, workflows, and codes from Rocío M. López Cabral's Doctoral Dissertation project: "A Geoarchaeological Approach to the Materiality and Historical Ecology of Earth Mounds: The Colina da Monte Site, Uruguay."</p>
Dissertation Chapter 1 Supplemental Tables
<p>Supplementary tables for first chapter of dissertation: "<span>A haplotype-resolved chromatin landscape connects cis-regulatory variants to trait variation in Citrus"</span></p>
Supplemental Material for Z. S. Cooper Dissertation Chapter 4 - Marinobacter Pangenomics
<p>This dataset contains main and supplemental data tables for a chapter of the doctoral dissertation by Zachary S. Cooper at the University of Washington School of Oceanography. The chapter is titled "Chapter 4: Evolutionary divergence of <em>Marinobacter </em>strains in cryopeg brines as revealed by pangenomics". Briefly, this chapter contains pangenomic analyses of novel genomes of the bacterial genus <em>Marinobacter</em> that are compared with representative species of the genus to discern evolutionary history and functional capabilities of this species in the extreme cryopeg environment. The main data tables include lists of genomes used in the analyses and their characteristics as described in the dissertation chapter. The supplemental data tables include gene cluster annotations with COGs (S1), functional frequencies across the pangenome (S2), functional enrichment analysis (S3), KEGG annotations (S4), KEGG pathway completion values (S5), average nucleotide identity values (S6), alignment coverage values (S7), and horizontal gene transfer analysis summaries (S8). The tables were produced from the combination of outputs of the bioinformatic programs Anvi'o, KEGG KofamKOALA, KEGG Decoder, PyANI, and HGTector2. Details on the methods and interpretations of this data are included in the dissertation.</p>
Trends in research approaches and gender in plant ecology dissertations over four decades
<p>Dissertations are a foundational scientific product; they are the formative product that early-career scientists create and share original knowledge. Methodological approaches used in dissertations vary depending on the research field. In plant ecology, these approaches include observations, experiments (field or controlled-environment), literature reviews, theoretical approaches, or analyses of existing data (including 'big data'). This dataset was created to examine how the emphasis on each of these categories has changed over time, and whether male and female authors differ in the methods employed. The dissertations used for this study were gathered from the <em>Proquest Dissertations and Theses Global</em> (<a href="https://www.proquest.com/pqdtglobal)">https://www.proquest.com/pqdtglobal</a><a href="https://www.proquest.com/pqdtglobal)">)</a> database.</p>
Analyzing the University of Notre Dame's Theses & Dissertations
For a number of reasons, I spent some time analyzing a subset of the University of Notre Dame's theses & dissertations, and this missive outlines what I learned.
Sharpness metric results and Instron method script for 'Raw Material Sharpness and Lithic Patterns: An Analysis of Holocene Susitna River Basin, Central Alaska' MPhil dissertation
<p>Data for appendix B in 'Raw Material Sharpness and Lithic Patterns: An Analysis of Holocene Susitna River Basin, Central Alaska' MPhil dissertation. This data set Includes initial and dulled sharpness metric data from the Instron® experiment for each flake. It also includes the Instron® bluehill method program script.</p>
Numbers of Articles, Books and Dissertation theses indexed in BASE and percentages of items published Open Access, under Creative Commons Licenses and under Open Licenses (2013-2017)
<p>A look at the data provided by the Open Access search engine BASE (http://base-search.net) shows that the Open Science compliance among dissertation theses stagnates. BASE knows three categories of accessibility: Open Access, Unknown, Non-Open Access. In the following tables and graphs, figures reported as "Open Access" have been categorised by BASE as Open Access. The tables and graphics show data from BASE (as of 06.03.2018) as follows:</p> <p>a) Indexed theses, books and journal articles</p> <p>b) Indexed theses, books and journal articles published by Open Access</p> <p>c) indexed theses, books and journal articles under Creative Commons licenses.</p> <p>d) indexed theses, books and journal articles, which are published under open licenses in the sense of the Open License, i. e. reflect terms of use of the Open Source.</p> <p> </p> <p>Although doctoral theses already had a high share of open access by 2013 (43%), by 2017 it had risen by only 5% (2017:48%). At the same time, the proportion of books published in open access rose by 14% (from 20% to 34%) and articles by 17% from 44% (2013) to 61% (2017). The same effect can be seen in the proportion of CC-licensed items: Their share rose by 4% (from 9% to 13%) for doctoral theses, by 9% for books (from 4% to 13%) and 8% for articles (from 10% to 18%) between 2013 and 2017. However, the share of openly licensed items is most pronounced: it did not increase for doctoral theses, but remained at 2% between 2013 and 2017; in the same period it increased by 5% (from 1% to 6%) for books, and by 5% (from 5% to 10%) for articles.</p>
Ben Black MSc Dissertation Data
<p>This is an archive for the data used for my MSc dissertation, where I assessed the accuracy of the Ohtsuki-Nowak approximation for games on graphs. The datasets that do not begin with "NEWEST" are the ones used in that analysis undertaken for the project.</p> <p>The data that doesn't have "conjoined" in its name contains fixation probabilities from Moran processes on graphs and in well-mixed populations, and also steady states of the replicator equation on graphs. The datasets that do have "conjoined" in their name contain fixation probabilities from Moran processes on a number of different types of graphs, which was used to test an extension of Ohtsuki and Nowak's work onto graphs made from conjoining two regular ones.</p>
Supplemental Data to PhD Dissertation entitled "Non-Coding and Epigenetic Regulators of Ambient Temperature Sensitive Flowering"
<p>Supplemental Data to the PhD dissertation entitled "Non-Coding and Epigenetic Regulators of Ambient Temperature Sensitive Flowering" from Suze Blom, Wageningen University & Research (doi:10.18174/670822). Supplementary data to the chapter entitled "Ambient temperature dependent changes in DNA methylation in Arabidopsis thaliana Col-0 and the decrease in DNA methylation 1 mutant" [manuscript in preparation]</p> <p>Includes Supplemental Data:</p> <p>Supplementary Data 1: Significantly differently expressed (DE) genes in Col-0 after the 24 hour ambient temperature switch from 16°C to 25°C. padj value of 0.05 was set as the cutoff value for statistical significance.</p> <p>Supplementary Data 2: Significantly differently expressed (DE) genes in ddm1-10 after the 24 hour ambient temperature switch from 16°C to 25°C. padj value of 0.05 was set as the cutoff value for statistical significance.</p> <p>Supplementary Data 3: Alternative splicing (AS) of transcripts after an ambient temperature change from 16°C to 25°C in Col-0. Gene ID, splicing event, genomic location, AS frequency and padj values are indicated.</p> <p>Supplementary Data 4: Alternative splicing (AS) of transcripts after an ambient temperature change from 16°C to 25°C in ddm1-10. Gene ID, splicing event, genomic location, AS frequency and padj values are indicated.</p> <p>Supplementary Data 5: List of genes in Col-0 (sheet 1) and ddm1-10 (sheet 2) with both significant AS and DMC associated with them. Gene ID and number of DMCs associated with the gene are indicated.</p>
SAAG Workflow Evaluation Results for Anirudh Prabhu's PhD Dissertation
<p>Part of Anirudh Prabhu's PhD Dissertation. Contains Interpretability, Coverage and Normalized Coverage scores for 65 stories used in the SAAG workflow. More details about the evaluation can be found in Chapter 6 and Appendix F of the dissertation document. </p>
Text to Rule Conversion Full Results for Anirudh Prabhu's PhD Dissertation
<p>Part of Anirudh Prabhu PhD Dissertation. Contains the results of running the text to rule conversion workflow described in chapter 5 of the dissertation. The dataset preview and its description can be found in Appendix E of the dissertation document. </p>
Digitaler Anhang zur Dissertation von Margaux Depaermentier
<p><sup><em><strong>*English version below*</strong></em></sup></p> <p>Dieser Datensatz entspricht dem digitalen Anhang der Dissertation von Margaux Depaermentier mit dem folgenden Titel: <em>Spätantike und frühmittelalterliche Sozialstruktur in Basel aus archäologischer und naturwissenschaftlicher Sicht</em>.</p> <p>Die Beschreibung des Projektes (Kapitel 1.1), der Bestattungsplätze (Kapitel 5.1) und der Datenaufhebung und -vorbereitung (Kapitel 5.2.1) sind in den entsprechenden Kapiteln der Dissertation zu finden.</p> <p>• Die Excel-Datei "<strong>DigitalerAnhang1_Detaillierte_Exceltabelle_mit_Angaben_zu_allen_Bestattungen</strong>" bildet der digitale Anhang 1. Sie umfasst alle detaillierten Daten, die zu den verschiedenen Bestattungen aus den spätantiken und frühmittelalterlichen Bestattungsplätze Basels gesammelt wurden. Sie enthält Informationen zu:</p> <p>Fundstelle, Grabnummer, Lage des Grabes, Erhaltungszustand, Knochenreste bei der Ausgrabung, Geschlecht (anthropologisch, archäologisch und zusammengefasst), Alter, Pathologien und Verletzungen, Körperlage, Grabmassen, Grabtiefe, Grabform und -struktur, Ausrichtung der Bestattung, Anzahl an Beigaben, Grabausstattung, Tierreste im Grab und Datierung bzw. Einordnung in einer chronologischen Phase. Unter "Bemerkung" sind zudem Informationen zur bisherigen sozialen und/oder ethnischen Interpretation oder zum Fundkontext des Grabes zu finden.</p> <p>Diese Daten wurden aus der im Text zitierten Literatur sowie aus dem Archiv der Archäologischen Bodenforschung des Kantons Basel-Stadt (ABBS) gesammelt. Weitere detaillierte Daten zu den Pathologien und Verletzungen in den Fundstellen Basel-Aeschenvorstadt, Basel-Bernerring, Basel-Kleinhüningen und Basel-Gotterbarmweg sind auf Anfrage am Naturhistorischen Museum Basel (NMB) verfügbar.</p> <p>Zu den verwendeten Abkürzungen: "k. A." lautet immer "keine Angabe". Beim Geschlecht bedeuten die Buchstaben Folgendes: "F" = weiblich, "mF" = möglicherweise weiblich, "M" = männlich, "mM" = möglicherweise männlich, "U" = unbestimmt. Beim Alter bedeuten die Buchstaben Folgendes: "i1" = infans I, "i2" = infans 2, "i" = infans (ohne weitere Präzisierung), "J" = juvenis, "A" = adultus, "M" = maturus, "S" = senilis. Die in den Spalten "Knochenreste im NMB" und "Pathologien/Verletzungen" verwendeten Abkürzungen entsprechen den üblichen Abkürzungen aus dem Bereich der Anatomie und physischen Anthropologie. Bezüglich der Datierung der Bestattungen stellt die Spalte "Chrono1" eine präzisierte Stufung (z. B. mit Angaben zur Jahrhundertshälfte) der chronologischen Einordnung dar, während die Chrono2-Spalte einer gröberen Stufung entspricht.</p> <p> </p> <p>• Die csv-Datei "<strong>DigitalerAnhang2_Alle_FMA_Graeber_R</strong>" bildet der digitale Anhang 2. Diese Datei wurde für die Erstellung der KDE in der räumlichen Analysen der einzelnen Fundplätzen verwendet. <em>Nota bene</em>: Im R-Skript (Anhang 5.3 der Dissertation) wurde die Datei nur "<strong>Alle_FMA_Graeber_R</strong>" genannt. Die Datei besteht aus Informationen zu den Koordinaten der einzelnen Bestattungen (einmal als WGS 84, einmal im Schweizer System), zur Fundstelle, zur Grabnummer, zur Störung, zum Geschlecht und Alter, zur Grabtiefe (in cm), zur Grabform und -ausrichtung, zur Beigabenmenge, zur Grabausstattung und zur Datierung.</p> <p>In der Spalte "Geschlecht" werden die "möglichen" Männer und "möglichen" Frauen jeweils als "moeglM" und "moeglF" gezeichnet. In der Spalte "Alter" wurden alle Kinder (Alterskategorie infans I und infans II in der obengenannten Excel-Datei) unter "I" zusammengefasst. Die Kategorien "kein", "ein", "wenige", "mehrere" und "viele" zur Beschreibung der Beigabenmenge sind in der Dissertation im Kapitel 5.2.1, Absatz "Anzahl der Objekte im Grab" definiert. Die Beschreibung der Grabausstattung wurde in Form einer Präsenz-Absenz-Tabelle vorgelegt (wo 0 = Absenz, und 1 = Präsenz, ohne Angabe zur genauen Anzahl an Vertreter der jeweiligen Kategorie im Grab). Auch die für die Beschreibung der Grabausstattung verwendeten Kategorien wurden in der Dissertation (siehe Kapitel 5.2.1 und insbesondere Kapitel 5.4.5) definiert.</p> <p>Aus dieser Datei wurden alle unsicheren Befunde sowie die aussagelosen Reste von alten Bestattungen gelöscht, um die räumliche Untersuchung auf die für diese Arbeit relevanten Bestattungen zu fokussieren</p> <p> </p> <p><sup><em><strong>*English version*</strong></em></sup></p> <p>This dataset corresponds to the digital appendix of Margaux Depaermentier's dissertation entitled: Late Antique and Early Medieval Social Structure in Basel from an Archaeological and Scientific Perspective (original german title: Spätantike und frühmittelalterliche Sozialstruktur in Basel aus archäologischer und naturwissenschaftlicher Sicht).</p> <p>The description of the project (chapter 1.1), the burial sites (chapter 5.1) and the data collection and preparation (chapter 5.2.1) can be found in the corresponding chapters of the dissertation.</p> <p>• The Excel file "<strong>DigitalerAnhang1_Detaillierte_Exceltabelle_mit_Angaben_zu_allen_Bestattungen</strong>" constitutes the digital appendix 1. It includes all the detailed data collected on the various burials from the Late Antique and Early Medieval burial sites at Basel (CH). It contains information regarding:</p> <p>Site, grave number, location of the grave within the site, state of preservation, bone remains at the excavation, sex (anthropological, archaeological and summarised), age, pathologies and injuries, body position, grave masses, grave depth, grave shape and structure, orientation of the burial, number of grave goods, burial equipment, animal remains in the grave and dating respectively classification in a chronological phase. In addition, information on the hitherto existing social and/or ethnic interpretation or on the finding context of the grave can be found under "Bemerkung" (= "remarks").</p> <p>These data were collected from the literature cited in the text as well as from the archives of the Archäologische Bodenforschung des Kantons Basel-Stadt (ABBS). Further, detailed data on the pathologies and injuries at the sites of Basel-Aeschenvorstadt, Basel-Bernerring, Basel-Kleinhüningen and Basel-Gotterbarmweg are available on request at the Natural History Museum Basel (NMB).</p> <p>Regarding the abbreviations used: "k. A." always means "no information". Regarding the gender, the letters mean the following: "F" = female, "mF" = possibly female, "M" = male, "mM" = possibly male, "U" = undetermined. As for the age, the letters mean the following: "i1" = infans I, "i2" = infans 2, "i" = infans (without further specification), "J" = juvenis, "A" = adultus, "M" = maturus, "S" = senilis. The abbreviations used in the columns Knochenreste im NMB (= "Bone remains in the NMB") and "Pathologien/Verletzungen" (= "Pathologies/injuries") correspond to the usual abbreviations used in the field of anatomy and physical anthropology. With regard to the dating of the burials, the column "Chrono1" represents a more precise gradation (e.g. with information on the half-century) of the chronological classification, while the Chrono2 column corresponds to a rougher classification.</p> <p>• The csv file "<strong>DigitalerAnhang2_Alle_FMA_Graeber_R</strong>" constitutes the digital appendix 2. This file was used for the generation of KDE in the spatial analyses of the different sites. Nota bene: In the R script (Appendix 5.3 of the dissertation) the file was simply called "Alle_FMA_Graeber_R". The file consists of information on the coordinates of the individual burials (once as WGS 84, once in the Swiss system), the site, the grave number, the grave perturbation, the sex and age, the grave depth (in cm), the grave shape and orientation, the amount of grave goods, the grave equipment and the dating.</p> <p>In the column "Geschlecht" (= "Sex") the "possible" men and "possible" women are drawn as "moeglM" and "moeglF" respectively. In the column "Alter" (= "age"), all children (age category infans I and infans II in the above Excel file) were grouped under "I". The categories "kein", "ein", "wenige", "mehrere" und "viele" (= "none", "one", "few", "several" and "many") used to describe the amount of grave goods are defined in the dissertation in chapter 5.2.1, paragraph "Anzahl der Objekte im Grab" (= number of objects in the grave). The grave equipment was presented in the form of a presence-absence table (where 0 = absence, and 1 = presence, with no indication of the exact number of items among each category within the grave). The categories used to describe the grave equipment were also defined in the thesis (see chapter 5.2.1 and especially chapter 5.4.5).</p> <p>All uncertain features as well as the inconclusive remains of old burials were deleted from this file in order to focus the spatial analysis on the burials that are relevant for this study.</p> <p> </p>
Data used in the PhD dissertation entitled "Hidden beneath the surface: Microbial methane cycling in Dutch urban canals"
<p>Data used for the figures presented in the PhD dissertation of KAJ Pelsma, entitled "Hidden beneath the surface: Microbial methane cycling in Dutch urban canals". The chapters to which each file corresponds is indicated in each file name.</p>
Trends in research approaches and gender in plant ecology dissertations over four decades
Open the record for dataset details and reuse information.
Research data for dissertation 'Real-time Tomographic Reconstruction'
<p><br> This repository contains research data and software used for the research presented in the dissertation "Real-time tomographic reconstruction" by Jan-Willem Buurlage. Made permanently available as required by the research data policy of Leiden University.</p> <p><br> *<strong>Chapter 2</strong>*: A modern interface for BSP programs</p> <p>This chapter outlines the design and use of a new interface for bulk-synchronous parallel programs called Bulk. The 'chapter2/' directory programs contain source code for the three numerical experiments used to verify Bulk: a benchmarking program 'benchmark.cpp' that measures the BSP parameters, source code for the fast-fourier transform 'fft.cpp' and a comparison to a BSPlib implementation 'fft_bspedupack.cpp'. The Bulk library itself is also included.</p> <p><br> *<strong>Chapter 3</strong>*: Geometric partitioning for tomography</p> <p>This chapter describes a partitioning method that is based on the acquisition geometry underlying the tomographic system matrix, rather than the nonzero pattern. The main results are presented in four large tables, which can be generated using the programs implemented in 'chapter3/src/tableX.cpp'. The main dependency is the "TPT" which was developed alongside this research, and is also included in the directory. The tasks have high computational cost. The runtime measurements were performed on the Lisa supercomputer of SURFsara.</p> <p>The acquisition geometries used are represented in TOML files in 'data/geometries'.</p> <p><br> *<strong>Chapter 4</strong>*: A projection-based partitioning method</p> <p>This chapter describes a refinement of the previous method, that is based on a continuous model of the projections that make up the acquisition geometry. The programs used to generate the numerical results as well as most of the illustrations are contained in the directory 'chapter4/'. In particular (files relative to this directory):</p> <p>- Figure 4.3 and 4.4: generated by 'src/overlap.cpp'<br> - Figure 4.5: generaed by 'python/plot_partitioning_blender.py'<br> - Table 4.1 and 4.2: generated by 'src/grcb.cpp' and 'TPT/tools/generate_comvol_table.cpp'<br> - Figure 4.6: Generated by running 'Pleiades/src/reconstruct.cpp' on a GPU<br> cluster of 8 nodes with a 40 Gbit Mellanox Infiniband connection. Each node<br> has four NVIDIA GeForce GTX TITAN X GPUs, two Intel Xeon E5-2630 v3 CPUs<br> running at 2.40GHz, and 128GB RAM</p> <p>The acquisition geometries used are represented in TOML files in 'data/geometries', and were used as input to the programs above.</p> <p><br> *<strong>Chapter 5</strong>*: Real-time quasi-3D tomographic reconstruction</p> <p>This chapter describes a new reconstruction framework and software package based around the idea of reconstructing arbitrarily oriented slices that can be adjusted on the fly.</p> <p>- All results in the paper were generated directly using the RECAST3D software, and the code snippets are directly given as examples in the corresponding software folder.<br> - The benchmark results in Table 5.1 were produced on a node with two Intel Xeon E5-2623v3 processors, 128 GB RAM, and two dual-GPU NVIDIA GTX TITAN Z cards for a total of 4 GPUs with 6GB RAM each. To obtain these numbers, 'RECAST3D/slicerecon/src/slicerecon_server.cpp' should be run with a '--bench' flag.<br> - The data used for the experimental verification, presented in Figure 5.8, can be found at <https://doi.org/10.5281/zenodo.1154166>.</p> <p><br> *<strong>Chapter 6</strong>*: Application of quasi-3D reconstruction to synchrotron tomography</p> <p>This chapter describes an application of the RECAST3D software to synchrotron tomography. The results were generated using the RECAST3D software, as explained above. Adapters to make it work together with the GigaFRoST camera were written in Python, and a slightly modified version of RECAST3D was used for generating some of the results presented in the paper. Later, these changes were merged back into RECAST3D. The original code, which was used to generated some of the results shown in the chapter, is given in the Zipfile 'chapter6/tomcat-live-master.zip'.<br> </p>
Spatial Tournament Data for Complex Networks Non Deterministic Size - MSc Dissertation
<p>A data set that contains the results of various spatial tournaments, for the iterated prisoner's dilemma. Three different types of complex networks have been used as topology for the spatial tournaments. Small world, random and complete networks.</p>
Dissertations&Thesis on Human Remains_Portugal
<p>Databased build to be used in a publication - Alves-Cardoso, F; Belém, Inês. A portrait of Disease in Medieval Portugal: the contribution of paleopathology. </p><p>Information on the manuscripts was retrieved from the Portuguese Open Access Scientific Repositories (RCAAP), in 2023. </p>
How and Why Developers Migrate Python Tests [Master dissertation]
<p>Dataset for the master dissertation "How and Why Python Developers Migrate to Pytest".</p> <p>The `10_systems` zip file contains the aggregated and intermediate files for the systems used for precision and recall analysis.</p> <p>The `top_100_systems` zip file contains the aggregated and intermediate files for the top 100 python systems analyzes.</p> <p>The `rq5_*` files contain data to assess the advantages and disadvantages found in 100 issues or pull requests and in the Grey Literature Review. The columns indicate if the advantages (A) or disadvantages (D) are present or not.</p> <p>Lastly, the `rq6_*` files present a similar structure, with themes defined while performing a thematic analysis for qualitative research questions.</p>
Rohdaten zur Dissertation: Archäobotanische Untersuchungen an zwei neolithischen Feuchtbodensiedlungen im Schweizerischen Voralpengebiet, mit besonderer Berücksichtigung der Zweighölzer
<p>Rohdaten der archäobotanischen Funde in der horgenzeitlichen Siedlung Pfäffikon-Burg (Schweiz, Kanton Zürich).</p> <p><strong>Tabelle 1:</strong> Pfäffikon-Burg. Rohdaten (alle Proben, alle botanischen Funde) und Konzentrationen (Funde pro Liter Sediment)</p> <p><strong>Tabelle 2:</strong> Pfäffikon-Burg. Konzentrationen der Kulturpflanzen, zusammengefasst nach Siedlungsperiode (A und B) und Aufbereitungsart (Nass-Sieben und Halbflotation)</p>
Additonal material for the dissertation "An Accelerated Solution Method for Two-Stage Stochastic Models in Disaster Management": Data, MATLAB codes and results
<p>File "DataImport" contains a "ReadMe" file, raw data for all case studies in Excel and the MATLAB code "ImportData.m" importing Excel data into MATLAB</p> <p>File "LShaped" contains a "ReadMe" file, all data in the form of matrices and the MATLAB code "LShaped_MultiCut.m" solving all case studies via the standard or accelerated L-shaped method using a multi-cut approach</p> <p>File "Results" contains a "ReadMe" file, results of all case studies and computation time required by Gurobi, der standard L-shaped method and accelerated L-shaped method</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.