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World desk4 min

How Claude Science Helped Create a Complete Ultraviolet Map of the Sky

Brice Ménard’s whole-sky UV map combines telescope observations with statistical estimates. Learn what “complete” means, where the gaps remain, and how to use the map responsibly.
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Astrophysicist Brice Ménard used Claude Science as part of a project to assemble a whole-sky map in far- and near-ultraviolet light. “Complete” means the map covers the entire sky—not that telescopes measured every pixel. It combines observations with clearly identified statistical estimates, so the map is useful for seeing broad UV structures but its predicted regions cannot reveal previously unobserved stars or galaxies.

What the ultraviolet map shows

The map presents the sky in two ultraviolet bands, alongside visible and infrared views. Its far-ultraviolet (FUV) band covers 1350–1750 angstroms, with an effective wavelength of 1539 angstroms; its near-ultraviolet (NUV) band covers 1750–2800 angstroms, with an effective wavelength of 2316 angstroms. The announcement rounds these wavelengths to about 154 and 232 nanometers.

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Ultraviolet light helps reveal hot stars and dust illuminated by starlight. The map highlights star-forming regions, structures around the Milky Way, and the Large and Small Magellanic Clouds. Because atmospheric ozone absorbs UV, space-based observations are essential to building this kind of view. Different wavelengths show different components and processes in the Galaxy, so the UV map complements rather than replaces visible, infrared, or radio views.

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See the [Anthropic announcement] and [interactive map and technical documentation].

How Claude Science helped assemble it

GALEX, a NASA ultraviolet space telescope mission that operated from 2003 to 2013, is the map’s largest observational foundation. Ménard’s October 2026 documentation reports about 38,000 GALEX snapshots. They cover 64% of the sky in FUV and 76% in NUV. GALEX avoided very bright UV sources and the Galactic plane to protect its detectors, and it observed in NUV only after 2009. Other UV inputs came from Swift-UVOT, Korea’s FIMS/SPEAR, and Europe’s TD-1 mission. Planck and Gaia data products add non-UV information.

The assembly process involved cleaning and leveling the GALEX snapshots, calibrating other UV datasets to the GALEX brightness scale, and combining the layers. For sky without adequate UV observations, Ménard’s documentation describes a regression trained on observed regions and supplied with all-sky information including Planck dust, H-alpha, hydrogen, and Gaia starlight data. The model is an ensemble of small decision trees: an ordinary statistical regression, not a language model or an image generator. Gaia stars also appear as a separate layer; the documentation counts 118.9 million Gaia DR3 stars in its resolved-source accounting.

Anthropic describes the gap-filling broadly as “inpainting,” but the technical explanation matters: the estimates come from statistical relationships in the input data, not a generative system inventing realistic-looking sky imagery. For details, consult Ménard’s [technical map page].

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Which parts are measured and which are predicted?

The distinction is essential. Ménard’s page states, “Complete is not the same as measured.” In the documented build, about 28% of FUV sky and 27% of NUV sky are predicted or otherwise filled in. The map gives pixels provenance information—indicating their data sources or modeled status—and uncertainty information so users can distinguish observed coverage from estimates.

Aspect Observed regions Predicted or filled regions
Basis UV measurements, chiefly GALEX, supplemented by other UV surveys Statistical regression informed by observed UV sky and all-sky data at other wavelengths
Effective resolution Varies with the underlying observations Typically about 0.5°–1°, according to Ménard’s October 2026 documentation
Use for finding sources Can show observed UV sources, subject to the data’s resolution and limitations Cannot establish discovery of a star or galaxy that no telescope observed
Uncertainty The map supplies uncertainty information The documentation reports typical filled-sky error of about 12–14%, versus about 5% for photographed sky

These figures come from the map author’s own documentation, not an independent published validation study. Anthropic’s October 8, 2026 announcement separately summarizes hidden-patch performance as within about 10% of real measurements after refinement. That is a less detailed summary and should not be treated as a replacement for the technical page’s typical-error estimate.

What the map can—and cannot—tell you

The map is designed as an educational resource and a broad view of ultraviolet structure across the sky. Its estimated regions can help visualize large-scale patterns, but an estimate is not a new observation. Predicted areas cannot be used to discover unseen stars or galaxies, and the author cautions that predicted UV is not an independent tracer of dust.

Resolution also needs care: the map’s 1.7-arcminute sampling grid does not mean its predicted detail is resolved at that scale. Typical prediction resolution is about 0.5°–1°. FIMS/SPEAR constrains the level at degree-scale resolution across approximately 24% of the FUV sky. The documentation also notes modeled scattered light around some bright stars and possible residual artifacts in the faintest fields.

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How to use the map for scientific work

For scientific analysis, inspect the provenance and uncertainty layers rather than treating every pixel as an observation. Ménard advises using data-only variants or weights when a question requires real photon measurements. Uncertainty estimates also need to be interpreted as specified on the map page: the distribution has heavy tails, so the documentation says to use 2.5 times sigma for a 95.4% interval, and not to add the correlated systematic uncertainty in quadrature pixel by pixel.

The map page reports held-out tests, but those validation reports come from the same system that built the map. The technical paper is listed as “in preparation,” and the page says the work has not yet been peer-reviewed by humans. The figures and cautions above should therefore be read as the author’s documented description of the build, not as independently established performance claims.

Access, downloads, and citation

The interactive map is available online at Ménard’s ultraviolet map page. As of the October 2026 documentation, FITS and HiPS downloads are described as forthcoming, not available. The page lists CC BY 4.0 for data products and MIT for code.

The citation instructions name Ménard (2026), “Full-sky ultraviolet maps from harmonised GALEX, Swift-UVOT, FIMS/SPEAR, TD-1 and Gaia data,” as a paper in preparation. They also ask users to cite Murthy (2014) for the zero point and credit the surveys. Check the map page for the current citation details and download status.

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