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DOE OSTI · 2570948

The Mantis Shrimp Dataset

Engel, Andrew W [Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)]·Bylser, Eleanor B
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Abstract

The Mantis Shrimp Dataset (MSD) is a combination of matched cutouts of galaxies with known redshift in the ultra-violet, optical, and infrared wavelengths. MSD redshifts come from ''high-quality'' (as reported by the spectroscopic experiment) redshift measurements from a variety of spectroscopic surveys, including: SDSS, DESI early release, DEEP2, GAMA, VVDS, VIPERS, 6dF, and WiggleZ. Each redshift is accompanies with astrometry (ra,dec) pairs that were used to query cutout image services from PanSTARRs, UnWISE, and GALEX servers. The main data products are image vectors of these cutouts accompanied by the redshift value to be used to train computer vision networks on the supervised photometric redshift task. We also provide extinction values pre-queried at each galaxies' astrometry from the PLANCK and SFD dutstmaps, the SDSS MGS photometric redshift from Beck 2014 (if available) and the WISE x PS1 STRM photometric redshift for the galaxy (if available).

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Engel, Andrew W [Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)], Bylser, Eleanor B. 2025-06-30. The Mantis Shrimp Dataset. https://doi.org/10.25584/2570948

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