Dataset Open Access
Walmsley, Mike;
Lintott, Chris;
Tobias, Geron;
Kruk, Sandor J;
Krawczyk, Coleman;
Willett, Kyle;
Bamford, Steven;
Keel, William;
Kelvin, Lee S;
Fortson, Lucy;
Masters, Karen;
Mehta, Vihang;
Simmons, Brooke;
Smethurst, Rebecca J;
Baeten, Elisabeth M L;
Macmillan, Christine
<?xml version='1.0' encoding='utf-8'?> <resource xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns="http://datacite.org/schema/kernel-4" xsi:schemaLocation="http://datacite.org/schema/kernel-4 http://schema.datacite.org/meta/kernel-4.1/metadata.xsd"> <identifier identifierType="DOI">10.5281/zenodo.4196267</identifier> <creators> <creator> <creatorName>Walmsley, Mike</creatorName> <givenName>Mike</givenName> <familyName>Walmsley</familyName> <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0002-6408-4181</nameIdentifier> <affiliation>University of Oxford</affiliation> </creator> <creator> <creatorName>Lintott, Chris</creatorName> <givenName>Chris</givenName> <familyName>Lintott</familyName> <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0001-5578-359X</nameIdentifier> <affiliation>University of Oxford</affiliation> </creator> <creator> <creatorName>Tobias, Geron</creatorName> <givenName>Geron</givenName> <familyName>Tobias</familyName> <affiliation>University of Oxford</affiliation> </creator> <creator> <creatorName>Kruk, Sandor J</creatorName> <givenName>Sandor J</givenName> <familyName>Kruk</familyName> <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0001-8010-8879</nameIdentifier> <affiliation>European Space Agency</affiliation> </creator> <creator> <creatorName>Krawczyk, Coleman</creatorName> <givenName>Coleman</givenName> <familyName>Krawczyk</familyName> <affiliation>University of Portsmouth</affiliation> </creator> <creator> <creatorName>Willett, Kyle</creatorName> <givenName>Kyle</givenName> <familyName>Willett</familyName> <affiliation>University of Minnesota</affiliation> </creator> <creator> <creatorName>Bamford, Steven</creatorName> <givenName>Steven</givenName> <familyName>Bamford</familyName> <affiliation>University of Nottingham</affiliation> </creator> <creator> <creatorName>Keel, William</creatorName> <givenName>William</givenName> <familyName>Keel</familyName> <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0002-6131-9539</nameIdentifier> <affiliation>University of Alabama</affiliation> </creator> <creator> <creatorName>Kelvin, Lee S</creatorName> <givenName>Lee S</givenName> <familyName>Kelvin</familyName> <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0001-9395-4759</nameIdentifier> <affiliation>Princeton University</affiliation> </creator> <creator> <creatorName>Fortson, Lucy</creatorName> <givenName>Lucy</givenName> <familyName>Fortson</familyName> <affiliation>University of Minnesota</affiliation> </creator> <creator> <creatorName>Masters, Karen</creatorName> <givenName>Karen</givenName> <familyName>Masters</familyName> <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0003-0846-9578</nameIdentifier> <affiliation>Haverford College</affiliation> </creator> <creator> <creatorName>Mehta, Vihang</creatorName> <givenName>Vihang</givenName> <familyName>Mehta</familyName> <affiliation>University of Minnesota</affiliation> </creator> <creator> <creatorName>Simmons, Brooke</creatorName> <givenName>Brooke</givenName> <familyName>Simmons</familyName> <affiliation>Lancaster University</affiliation> </creator> <creator> <creatorName>Smethurst, Rebecca J</creatorName> <givenName>Rebecca J</givenName> <familyName>Smethurst</familyName> <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0001-6417-7196</nameIdentifier> <affiliation>University of Oxford</affiliation> </creator> <creator> <creatorName>Baeten, Elisabeth M L</creatorName> <givenName>Elisabeth M L</givenName> <familyName>Baeten</familyName> <affiliation>Zooniverse</affiliation> </creator> <creator> <creatorName>Macmillan, Christine</creatorName> <givenName>Christine</givenName> <familyName>Macmillan</familyName> <affiliation>Zooniverse</affiliation> </creator> </creators> <titles> <title>Galaxy Zoo DECaLS: Detailed Visual Morphology Measurements from Volunteers and Deep Learning for 314,000 Galaxies</title> </titles> <publisher>Zenodo</publisher> <publicationYear>2020</publicationYear> <subjects> <subject>galaxies</subject> <subject>deep learning</subject> <subject>citizen science</subject> <subject>Galaxy Zoo</subject> <subject>astrophysics</subject> </subjects> <dates> <date dateType="Issued">2020-12-29</date> </dates> <language>en</language> <resourceType resourceTypeGeneral="Dataset"/> <alternateIdentifiers> <alternateIdentifier alternateIdentifierType="url">https://zenodo.org/record/4196267</alternateIdentifier> </alternateIdentifiers> <relatedIdentifiers> <relatedIdentifier relatedIdentifierType="DOI" relationType="IsVersionOf">10.5281/zenodo.4196266</relatedIdentifier> </relatedIdentifiers> <version>0.0.1</version> <rightsList> <rights rightsURI="https://creativecommons.org/licenses/by/4.0/legalcode">Creative Commons Attribution 4.0 International</rights> <rights rightsURI="info:eu-repo/semantics/openAccess">Open Access</rights> </rightsList> <descriptions> <description descriptionType="Abstract"><p>This repository contains the data released in the paper &quot;Galaxy Zoo DECaLS: Detailed Visual Morphology Measurements from Volunteers and Deep Learning for 314,000 Galaxies&quot; <em>(DOI to follow on publication).</em></p> <p>We release detailed morphology catalogues, both volunteer and automated, for Galaxy Zoo DECaLS.</p> <p>- gz_decals_volunteers_ab contains volunteer classifications for galaxies classified during the GZD-A and GZD-B campaigns.</p> <p>- gz_decals_volunteers_c similarly contains classifications from the GZD-C campaign. Note that GZD-C used a modified schema designed to better detect mergers and weak bars, and includes many galaxies with only approx. five volunteer responses.</p> <p>- gz_decals_auto_posteriors contains the predicted posteriors for volunteer responses to all galaxies used in any campaign, recorded as Dirichlet distribution concentrations.&nbsp;</p> <p>- gz_decals_auto_fractions reduces those posteriors to the automated equivalent of previous Galaxy Zoo data releases; the expected vote fractions (mean posteriors). Note that not all vote fractions are relevant for every galaxy; we suggest assessing relevance using the estimated fraction of volunteers that would have been asked each question. <em>In the v0.0.1 release, these are included within the gz_decals_auto_posteriors files.</em></p> <p>Each catalogue has a schema of the same name. <em>These are not yet included in the v0.0.1 release.</em></p> <p>We also release the galaxy images shown to volunteers on www.galaxyzoo.org. The images on which the automated classifier was trained may be derived from these volunteer-facing images. These are not yet included in the v0.0.1 release.</p> <p>We will release updates if needed via Zenodo versioning. We recommend using the latest version of this repository. You can check the version you are currently viewing on the right-hand sidebar.</p> <p>Please cite the paper (DOI to follow on publication) when using the data in this repository.</p></description> </descriptions> </resource>
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