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Research output: Contribution to Journal/Magazine › Journal article › peer-review
Research output: Contribution to Journal/Magazine › Journal article › peer-review
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TY - JOUR
T1 - Galaxy Zoo
T2 - quantitative visual morphological classifications for 48 000 galaxies from CANDELS
AU - Simmons, B. D.
AU - Lintott, Chris
AU - Willett, Kyle W.
AU - Masters, Karen L.
AU - Kartaltepe, Jeyhan S.
AU - Häußler, Boris
AU - Kaviraj, Sugata
AU - Krawczyk, Coleman
AU - Kruk, S. J.
AU - Mcintosh, Daniel H.
AU - Smethurst, R. J.
AU - Nichol, Robert C.
AU - Scarlata, Claudia
AU - Schawinski, Kevin
AU - Conselice, Christopher J.
AU - Almaini, Omar
AU - Ferguson, Henry C.
AU - Fortson, Lucy
AU - Hartley, William
AU - Kocevski, Dale
AU - Koekemoer, Anton M.
AU - Mortlock, Alice
AU - Newman, Jeffrey A.
AU - Bamford, Steven P.
AU - Grogin, N. A.
AU - Lucas, Ray A.
AU - Hathi, Nimish P.
AU - Mcgrath, Elizabeth
AU - Peth, Michael
AU - Pforr, Janine
AU - Rizer, Zachary
AU - Wuyts, Stijn
AU - Barro, Guillermo
AU - Bell, Eric F.
AU - Castellano, Marco
AU - Dahlen, Tomas
AU - Dekel, Avishai
AU - Ownsworth, Jamie
AU - Faber, Sandra M.
AU - Finkelstein, Steven L.
AU - Fontana, Adriano
AU - Galametz, Audrey
AU - Grützbauch, Ruth
AU - Koo, David
AU - Lotz, Jennifer
AU - Mobasher, Bahram
AU - Mozena, Mark
AU - Salvato, Mara
AU - Wiklind, Tommy
PY - 2017/2/1
Y1 - 2017/2/1
N2 - We present quantified visual morphologies of approximately 48 000 galaxies observed in three Hubble Space Telescope legacy fields by the Cosmic Assembly Near-infrared Deep Extragalactic Legacy Survey (CANDELS) and classified by participants in the Galaxy Zoo project. 90 per cent of galaxies have z ≤ 3 and are observed in rest-frame optical wavelengths by CANDELS. Each galaxy received an average of 40 independent classifications, which we combine into detailed morphological information on galaxy features such as clumpiness, bar instabilities, spiral structure, and merger and tidal signatures. We apply a consensus-based classifier weighting method that preserves classifier independence while effectively down-weighting significantly outlying classifications. After analysing the effect of varying image depth on reported classifications, we also provide depth-corrected classifications which both preserve the information in the deepest observations and also enable the use of classifications at comparable depths across the full survey. Comparing the Galaxy Zoo classifications to previous classifications of the same galaxies shows very good agreement; for some applications, the high number of independent classifications provided by Galaxy Zoo provides an advantage in selecting galaxies with a particular morphological profile, while in others the combination of Galaxy Zoo with other classifications is a more promising approach than using any one method alone. We combine the Galaxy Zoo classifications of ‘smooth’ galaxies with parametric morphologies to select a sample of featureless discs at 1 ≤ z ≤ 3, which may represent a dynamically warmer progenitor population to the settled disc galaxies seen at later epochs.
AB - We present quantified visual morphologies of approximately 48 000 galaxies observed in three Hubble Space Telescope legacy fields by the Cosmic Assembly Near-infrared Deep Extragalactic Legacy Survey (CANDELS) and classified by participants in the Galaxy Zoo project. 90 per cent of galaxies have z ≤ 3 and are observed in rest-frame optical wavelengths by CANDELS. Each galaxy received an average of 40 independent classifications, which we combine into detailed morphological information on galaxy features such as clumpiness, bar instabilities, spiral structure, and merger and tidal signatures. We apply a consensus-based classifier weighting method that preserves classifier independence while effectively down-weighting significantly outlying classifications. After analysing the effect of varying image depth on reported classifications, we also provide depth-corrected classifications which both preserve the information in the deepest observations and also enable the use of classifications at comparable depths across the full survey. Comparing the Galaxy Zoo classifications to previous classifications of the same galaxies shows very good agreement; for some applications, the high number of independent classifications provided by Galaxy Zoo provides an advantage in selecting galaxies with a particular morphological profile, while in others the combination of Galaxy Zoo with other classifications is a more promising approach than using any one method alone. We combine the Galaxy Zoo classifications of ‘smooth’ galaxies with parametric morphologies to select a sample of featureless discs at 1 ≤ z ≤ 3, which may represent a dynamically warmer progenitor population to the settled disc galaxies seen at later epochs.
U2 - 10.1093/mnras/stw2587
DO - 10.1093/mnras/stw2587
M3 - Journal article
VL - 464
SP - 4420
EP - 4447
JO - Monthly Notices of the Royal Astronomical Society
JF - Monthly Notices of the Royal Astronomical Society
SN - 0035-8711
IS - 4
ER -