--- title: Where the catalogue ends canonical_url: https://paxabyssi.com/articles/a-real-sky markdown_url: https://paxabyssi.com/articles/a-real-sky.md type: article article_kind: feature kicker: Milky Way byline: Pax Abyssi Science Desk published: 2026-09-27 last_updated: 2026-09-27 license: Copyright the Pax Abyssi team, all rights reserved summary: The sky in Pax Abyssi begins with 119,626 stars that astronomers have measured one by one. A few hundred light years out, that list thins to almost nothing, and the Milky Way's other hundred billion stars have to come from a model. This is how the model is built, and why the measured stars and the modelled ones have to add up. topics: - Gaia - Galactic structure - Hipparcos - Milky Way - Procedural generation - Star catalogues related: - https://paxabyssi.com/wiki/Milky_Way.md - https://paxabyssi.com/wiki/Star_catalogue.md - https://paxabyssi.com/wiki/Stellar_classification.md - https://paxabyssi.com/wiki/Red_dwarf.md - https://paxabyssi.com/wiki/Sagittarius_A*.md - https://paxabyssi.com/wiki/Neutron_star.md - https://paxabyssi.com/wiki/Black_hole.md - https://paxabyssi.com/wiki/Sol.md --- # Where the catalogue ends *The sky in Pax Abyssi begins with 119,626 stars that astronomers have measured one by one. A few hundred light years out, that list thins to almost nothing, and the Milky Way's other hundred billion stars have to come from a model. This is how the model is built, and why the measured stars and the modelled ones have to add up.* > Source: https://paxabyssi.com/articles/a-real-sky > > Feature · Milky Way · By Pax Abyssi Science Desk · Published 27 September 2026 · 13 min read > > Licence: [Copyright the Pax Abyssi team, all rights reserved](https://paxabyssi.com/legal/licensing). Quote with a link back ## In brief - Every star in the Pax Abyssi sky is a row in a real catalogue: 119,626 stars from Hipparcos and older surveys, with distances from ESA's Gaia mission for 97,962 of them. - The catalogue holds most stars within about 30 light years but fewer than one in ten within 260, and it is dominated by bright, rare stars: red dwarfs are three stars in four around the Sun and about one in forty in the catalogue. - The rest of the Galaxy is being generated from a published model of the Milky Way, built component by component and drawn so that real and generated stars add up to the true count. Building it exposed an inherited error that had tilted the old galaxy by 62.9 degrees. ![An oval map of the whole sky: a bright band of the Milky Way runs across the middle, crossed by dark dust lanes and brightest at the centre, with the two Magellanic Clouds as small smudges below right.](https://media.paxabyssi.com/public/123c34b98fefb0484c79d2aa32643315c83a12211d4a48320e745ddc06248ec2/2000.webp) The whole sky as the Gaia spacecraft saw it: the combined brightness and colour of about 1.8 billion stars from its Early Data Release 3 (2020), in Galactic coordinates with the centre of the Milky Way in the middle. Observation. Credit: ESA/Gaia/DPAC; CC BY-SA 3.0 IGO. Acknowledgement: A. Moitinho. *CC BY-SA 3.0 IGO* Point the ship's nose at Virgo and the brightest star in that part of the sky is Spica, a pair of hot blue stars about 250 light years away. Pax Abyssi draws it where astronomers have measured it to be, as bright as it looks from Earth. The same is true of all 5,070 stars in the game's naked-eye sky, and of the other 114,000 or so on its galaxy map: each is a row in a catalogue whose backbone was measured by a European satellite launched in 1989. The catalogue is the easy part. The Milky Way holds somewhere between 100 billion and 400 billion stars, the range depending mostly on how many faint dwarfs there are, and the catalogue holds one in a million of them or fewer. A galaxy that a player can cross needs the rest, placed where real stars would be, in the right kinds and the right numbers. Nobody has catalogued them, so they cannot be looked up. They have to be inferred, and the inference is only as good as the model behind it. ## A list of measured stars The Pax Abyssi catalogue starts from the HYG database, a compilation maintained by David Nash that merges three older lists [1]. The largest is the Hipparcos Catalogue, the work of an ESA satellite that measured the positions and distances of 118,218 stars between 1989 and 1993 [2]. The others are the Yale Bright Star Catalogue and the Gliese catalogue of stars near the Sun, which adds faint neighbours that Hipparcos could not see. What makes the game's version its own is a set of corrections laid on top, each in a new column so that no original value is ever overwritten. Spectral types, the letters and numerals that sort stars by temperature and size, have been checked against each star's measured colour and brightness and corrected or completed on 75,529 rows. The Extended Hipparcos Compilation, XHIP, adds metallicities for 19,097 stars and ages for 12,921 [3]. And 97,962 rows carry a distance from Gaia's third data release [4]. > **How a star's distance is measured** > > As Earth circles the Sun, a nearby star appears to shift back and forth against the far more distant background, the way a finger held at arm's length jumps when you close one eye and then the other. Half the size of that shift is the star's **parallax**. A star whose parallax is one arcsecond, about the width of a coin seen from four kilometres away, lies 1 **parsec** from the Sun: 3.26 light years, or 31 trillion kilometres. The distance in parsecs is one divided by the parallax in arcseconds, so the job is to measure very small angles very accurately. > > Hipparcos measured parallaxes to about a thousandth of an arcsecond, which gives a distance to 10 per cent at 100 parsecs [5]. Gaia, launched in 2013, measures parallaxes tens of times more precisely for most of the stars the two share, and has measured them for 1.47 billion sources, almost all of them stars [6] [7]. Almost every distance in astronomy beyond the Solar System is calibrated, in the end, by parallaxes like these. Gaia's distances repaired a real hole. Where a Hipparcos parallax was zero, negative or too uncertain to use, HYG gives the star a placeholder distance of 100,000 parsecs, well outside the Galaxy. That affected 10,225 rows, 8.5 per cent of the catalogue. One of them, a giant star of type K0 in Cetus, was listed with the brightness of 2.6 million Suns; Gaia puts it at 415 parsecs, shining like 45. Gaia rescued 9,053 of the lost stars. For 1,170 more, which Gaia's cross-match missed, the distance is estimated from the star's type and apparent brightness and flagged as an estimate. Two could not be placed at all. The result, drawn as a Hertzsprung-Russell diagram, shows every major kind of star, with the main sequence of hydrogen-burning stars running diagonally across it and the giants clumped above. ![A dense diagonal band of dots from blue-white at upper left to orange at lower right, a separate orange clump of giants above it, a thin scatter of white dwarfs at bottom left, with the Sun, Rigel, Betelgeuse and Proxima Centauri labelled](https://media.paxabyssi.com/public/78dcf60a90e0489ab28f5dc09adcad662f94ea514b3e0c148f121b0a6d66405b/2400.webp "Diagram: 116,525 stars of the Pax Abyssi catalogue, plotted by colour (and so temperature) against true brightness, each dot tinted the colour of its star. Stars with only an estimated distance are left out. Pax Abyssi, from HYG v4.1 with Gaia DR3 distances.") *Figure 1.* Diagram: 116,525 stars of the Pax Abyssi catalogue, plotted by colour (and so temperature) against true brightness, each dot tinted the colour of its star. Stars with only an estimated distance are left out. Pax Abyssi, from HYG v4.1 with Gaia DR3 distances. Credit: Pax Abyssi, from HYG v4.1 (CC BY-SA 4.0) with Gaia DR3 distances (ESA/Gaia/DPAC). Licence: CC BY-SA 4.0. ## Where the list runs out The diagram hides a bias. A catalogue like this one is limited by brightness: a luminous star makes the list from hundreds of parsecs away, while a dim one makes it only if it is close. The faint stars are also the common ones. So the further out you look, the more of the real population is missing, and what remains is a skewed sample of the Galaxy's showpieces. The figure below measures how skewed. Within 10 parsecs, about 33 light years, the catalogue holds 338 stars, about 86 per cent of the number the Milky Way model described below says should be there. Within 25 parsecs it has about 3,000 stars, where the most complete modern list of nearby stars, the Fifth Catalogue of Nearby Stars, holds about 5,200 [8] and the model expects about 6,000. Within 80 parsecs, 260 light years, the catalogue has 9 per cent of the model's stars; within 1,000 parsecs, less than a tenth of 1 per cent. ![Left, two curves of star counts against distance on logarithmic axes: a straight dashed line for the stars really there and a blue curve for the catalogue that follows it to about 10 parsecs and then flattens near 100,000 stars. Right, pairs of dots comparing each kind of star's share of the catalogue with its share of the stars around the Sun.](https://media.paxabyssi.com/public/d5613b8915dc6febe823df9fce406a1a6eb8808edd55887e6c727176518947d3/2400.webp "Diagram: left, the number of catalogue stars within a given distance of the Sun against the number the Pax Abyssi Milky Way model says are really there. Right, each kind of star's share of the catalogue against its share of the stars around the Sun. Pax Abyssi, from the catalogue and the model.") *Figure 2.* Diagram: left, the number of catalogue stars within a given distance of the Sun against the number the Pax Abyssi Milky Way model says are really there. Right, each kind of star's share of the catalogue against its share of the stars around the Sun. Pax Abyssi, from the catalogue and the model. Credit: Pax Abyssi, from the Pax Abyssi catalogue (HYG v4.1, CC BY-SA 4.0; Gaia DR3) and Milky Way model. Licence: CC BY-SA 4.0. The right-hand panel shows who is missing. Around the Sun, nearly three stars in four are M dwarfs, the small, cool, dim stars called red dwarfs; in the catalogue they are about one in forty. White dwarfs, the cooling remnants of stars like the Sun, are about one star in twenty nearby and about one in seven hundred in the list. The balance is made up by rarities. O and B stars, the hot, massive blue stars of the main sequence, are four in every ten thousand stars around the Sun but six in every hundred catalogue entries, and giants and subgiants, about one star in a hundred locally, fill nearly half the catalogue. Any list assembled by looking is skewed this way, and the skew sets the problem. Out to a few tens of parsecs the catalogue is the Galaxy. Past a few hundred parsecs it is a thin scattering of bright stars against a population that has to be supplied. ## Rebuilding the Milky Way from its parts The model that supplies it is a sum of published components, each taken from the paper that measured it, placed in a frame centred on the Galaxy's central black hole, Sagittarius A\*. The Sun sits 8,275 parsecs from it, the distance measured by the GRAVITY instrument from stars orbiting the black hole [9], and 20.8 parsecs above the Galaxy's midplane [10]. The **thin disk** holds most of the stars near the Sun. Its density falls off by a factor of *e*, about 2.7, every 2,600 parsecs outward and every 300 parsecs upward for old stars, the numbers fitted by Mario Jurić and colleagues to 48 million stars counted by the Sloan Digital Sky Survey [11]. The **thick disk**, an older, puffier population, adds 12 per cent to the density in the midplane with a scale height of 900 parsecs. Young stars get their own, much thinner layers: the scale height of the O and B stars is about 34 parsecs [12], of A stars about 51 and of F stars about 90 [13]. At the centre sits the **bar**, a long, boxy structure about 10 kiloparsecs from end to end, tilted 28 degrees to our line of sight. Its shape comes from an analytic fit by Mattia Sormani and colleagues [14] to a dynamical model of the bulge built to match the counts and motions of its red giant stars [15]. It weighs 18 billion solar masses and holds about half of all the model's stars, because it is old and dense. Inside it are a nuclear disk and a nuclear star cluster; outside everything is a faint, flattened **halo** of old stars weighing 1.4 billion solar masses [16]. The **spiral arms** come from about 200 parallaxes of masers, natural microwave lasers in the gas around newborn massive stars, which trace four arms with extra segments and spurs [17]. Those measurements cover about a third of the disk; beyond them the model uses the symmetric arms of a whole-Galaxy model by Hunter and colleagues [18]. How strongly a class of star follows the arms depends on its age. The young O and B stars are born in the arms and never leave them. Old stars have had billions of years to wander, and their density varies by only about 10 per cent between arm and gap [19]. Beyond the Sun the disk flares thicker [20], and at its edges it warps, rising on one side and dipping on the other, as young pulsating stars called Cepheids reveal [21]. ![Three panels computed from the model: a golden face-on galaxy with a central bar and faint arms, a blue face-on view of young stars in bright spiral arms, and a golden edge-on view showing a thin disk with a boxy central bulge](https://media.paxabyssi.com/public/525d40c09310bf10dcda18263d749b8a0af477e9a8eb6f4b2b291e6f620566d1/2400.webp "Diagram: the Pax Abyssi Milky Way model, integrated along the line of sight. Top left, all stars seen from above; top right, only the young O and B stars, which trace the spiral arms; bottom, all stars edge-on at true proportions. The sharp edges in the young stars mark where the model changes source: measured arms on the Sun's side, a symmetric fit beyond, and none inside the bar. Pax Abyssi, computed from the model's published components.") *Figure 3.* Diagram: the Pax Abyssi Milky Way model, integrated along the line of sight. Top left, all stars seen from above; top right, only the young O and B stars, which trace the spiral arms; bottom, all stars edge-on at true proportions. The sharp edges in the young stars mark where the model changes source: measured arms on the Sun's side, a symmetric fit beyond, and none inside the bar. Pax Abyssi, computed from the model's published components. Credit: Pax Abyssi, computed from the Pax Abyssi Milky Way model. Licence: Pax Abyssi, all rights reserved. The whole model is pinned to one measured number: 0.10 stars per cubic parsec in the midplane beneath the Sun, the density counted in the census of stars within 10 parsecs, rounded up slightly for the faint stars still being found [22] [23]. Every class of star has its own local share from that census. From there the model gives 111 billion stars, 22 billion brown dwarfs, about 840 million neutron stars [24] and about 87 million black holes [25]. The numbers range enormously with place. The densest cube the generator will handle, 1.9 parsecs on a side at the heart of the nuclear star cluster, holds 1.8 million stars. A cube of the same size around the Sun holds fewer than one. ![A long panoramic photograph of the whole Milky Way as a glowing band across a dark sky, dark dust lanes running through it and the bright central bulge in the middle](https://media.paxabyssi.com/public/60400c92c54b7c1bd12299c69e83b16e5b6256e7dabacc478c021758ecd28179/2560.webp "Observation: the whole sky as a 360-degree panorama assembled from photographs, laid out in Galactic coordinates with the Galactic centre in the middle and the Magellanic Clouds below right. The model's edge-on view above is this band seen from outside. Credit: ESO/S. Brunier.") *Figure 4.* Observation: the whole sky as a 360-degree panorama assembled from photographs, laid out in Galactic coordinates with the Galactic centre in the middle and the Magellanic Clouds below right. The model's edge-on view above is this band seen from outside. Credit: ESO/S. Brunier. Licence: CC BY 4.0. > **Why counting stars and weighing the Galaxy disagree** > > Add up the model's stars and they weigh 42 billion Suns. Published estimates of the Milky Way's stellar mass run from about 50 to 61 billion [26] [27] [28], so the model comes out 15 to 30 per cent light. The shortfall comes from a choice of what to trust. Near the Sun, stars and white dwarfs counted one by one add up to about 32 solar masses in every square parsec of disk [29], and the model matches that to within 4 per cent. Mass models of the Galaxy, which infer the stars' weight from how fast the disk rotates, need their stellar disks heavier than that to hold up the rotation curve, around 46 solar masses per square parsec in one leading model [27]. The tension is real in the literature too. Pax Abyssi keeps the count, because the stars a player flies among are the ones a census would find, and records the difference as an open question. ## Adding up the real and the generated The obvious way to combine a catalogue with a model is to generate the model's stars and then delete any that land near a real one. It is also wrong. A generated star and a catalogued star in the same patch of sky are not the same star, and subtracting one list from another in patches leaves some regions with too many stars and others with too few. Pax Abyssi uses a method from probability instead, called thinning. The model says how many stars of each kind a region should hold. Each would-be star is then kept only with the probability that Earth's catalogue would have missed it, judged from its own brightness as seen from the Sun, dimmed by the dust along the way [30]. That probability is measured from the catalogue itself, which holds roughly nine stars in ten of apparent magnitude 7, half of those of magnitude 8 and one in ten at magnitude 9. Take an orange dwarf like 61 Cygni A, with an absolute magnitude of about 7.5, and place it 150 parsecs away. It would appear at magnitude 13, far too faint for the catalogue, so the model's star is kept: it is one Earth has not listed. Place a B star there instead, and it would shine at magnitude 5, bright enough that the catalogue certainly holds the real one, so the model's copy is almost always dropped. A standard result for random scatterings of points, known as Poisson thinning, guarantees that the survivors are distributed exactly as the uncatalogued stars should be. Catalogue plus generated stars add up to the true count, with no list subtracted from another. The same bookkeeping makes the model honest about its own inputs. Its first rate for Wolf-Rayet stars, hot, massive stars shedding their outer layers, came from the handful in the catalogue within a kiloparsec, and implied almost 9,000 in the Galaxy. Several of those stars turned out to have Hipparcos parallaxes that put distant stars at a few dozen parsecs. A survey of the Galactic Wolf-Rayet population puts the real total near 1,200 [31], and the rate was corrected to match. > A generated star is drawn only if Earth would not have catalogued it, so the real and the generated add up to the true count. ## The galaxy that was tilted Building the model on firm foundations meant auditing the one it replaced, and the audit, in September 2026, found an error that had been hiding in plain sight. The star catalogue gives each star's position as x, y and z in parsecs from the Sun, measured in the **equatorial** frame: z points at the north celestial pole, the point in the sky above Earth's North Pole, and the x-y plane is the celestial equator, Earth's own equator projected onto the sky. Nothing about that frame has to do with the Galaxy. Earth's axis happens to be tilted 62.9 degrees to the axis of the Milky Way's disk. The procedural fill that Pax Abyssi inherited from its predecessor, the Python simulation it grew from, had treated the catalogue's x-y plane as the Galactic plane. The consequences were large. The generated disk was tilted 62.9 degrees through the real sky. The model's Galactic centre was placed toward right ascension 0 hours, declination 0, in the direction of Pisces and Cetus, which is 60 degrees below the real Galactic plane; in true Galactic terms the generated bulge sat about 7 kiloparsecs below the disk, in the halo. A kiloparsec from the Sun, the generated midplane could lie 890 parsecs from the real one, filling regions of real sky that hold a twentieth of the stars with a full disk's worth, while the crowded real plane through Cygnus, Carina and Sagittarius ran out of the model's layer. ![An oval all-sky map in Galactic coordinates. A band of blue dots, the O and B stars, runs along the horizontal centre line. A dashed gold curve, the celestial equator, swings far above and below it. Circles mark the true Galactic centre at the middle and the old model's centre low on the left.](https://media.paxabyssi.com/public/3b356b0993ad91761722a50d067b61993bff9aebed2f74fc9ea19e41fb6f395c/2400.webp "Diagram: the whole sky in Galactic coordinates, centred on the Galactic centre. The catalogue's O and B stars, which stay close to the plane they formed in, trace the real Milky Way along the middle. The dashed curve is the celestial equator, which the inherited fill used as its Galactic plane; the two cross at 62.9 degrees. Pax Abyssi, from the catalogue; rotation from the Hipparcos Galactic frame.") *Figure 5.* Diagram: the whole sky in Galactic coordinates, centred on the Galactic centre. The catalogue's O and B stars, which stay close to the plane they formed in, trace the real Milky Way along the middle. The dashed curve is the celestial equator, which the inherited fill used as its Galactic plane; the two cross at 62.9 degrees. Pax Abyssi, from the catalogue; rotation from the Hipparcos Galactic frame. Credit: Pax Abyssi, from the Pax Abyssi catalogue (HYG v4.1, CC BY-SA 4.0). Licence: CC BY-SA 4.0. It went unnoticed because it hardly shows where anyone looks. Within 100 parsecs of the Sun the two planes are never more than 89 parsecs apart, a density error of about a quarter, and in that volume the real catalogue stars dominate anyway. The error grows with distance, to two and a half times too many stars at 300 parsecs and ten to twenty times at a kiloparsec. The audit found it by asking which frame the coordinates were in, then measuring where the pole of the Galaxy falls among them: 62.9 degrees from the catalogue's z axis, where the old code had assumed it lay. The fix is a rotation. Every catalogue row and every known object is now converted once from the equatorial frame to the Galactic one, using the rotation that defines Galactic coordinates in the Hipparcos Catalogue [32], then shifted by the Sun's measured distance from the centre and height above the midplane. The test is that Sagittarius A\* itself, a row in the list of known objects, lands at the model's origin. It does, to within 2 parsecs, the difference between two of GRAVITY's own distance measurements. On the way, the same check caught a smaller slip: the model had first been centred on the point where Galactic longitude and latitude are both zero, which lies 4.3 arcminutes from the black hole, a miss of 10.6 parsecs at the Galactic centre, inside a star cluster only a few parsecs across. That was corrected too. The audit found other faults in the old fill. Its density had been read from an artist's picture of a spiral galaxy, registered 2.6 kiloparsecs off its own centre. A hard limit of 512 objects per cube had silently discarded about 290,000 faint stars near the centre, and companions in binary systems were counted twice. The rebuild replaces the picture with the published components, removes the cap and counts each star of a multiple system once. ## What you can see today The model is written, and so is the code that places the stars. The frame and the density model run in the game's own C++, held to a Python reference implementation by automated tests to one part in a billion, and the generator that turns densities into individual stars, with dust dimming them, is written and under test. What is not finished is the view: the galaxy map that draws those generated stars, in their true numbers, at the limiting magnitude a player's zoom allows. That is in development, and until it is finished the generated Milky Way is not part of the game a player can explore. What is in the game now is the measured part. The cockpit sky shows the 5,070 catalogue stars brighter than magnitude 6, for the moment always as seen from the Sun, wherever the ship is; drawing the sky from another star is designed but not built. The galaxy map holds 119,624 catalogue stars and every compact object on the lists: the 4,393 pulsars of the ATNF Pulsar Catalogue [33], 375 other known neutron stars and 113 known black holes, each at its published distance. For many pulsars that distance comes from how much the interstellar electrons between us and the star have delayed the low radio frequencies of its pulses [34]. ![The game's galaxy map zoomed far out: a soft glowing spiral with scattered white points and small rings, and on the right a panel of data for the pulsar PSR J1331-5245](https://media.paxabyssi.com/public/7f662afc8ede688732aea450a9cccdd3e4843b8fd14002728a5060fa6d4a70d9/2560.webp "Sim render: the Pax Abyssi galaxy map in development, zoomed out to 120,000 parsecs. The scattered points are known pulsars and other compact objects at their published distances, while the catalogue's stars are packed close round the Sun, near the green marker; the panel shows one pulsar, PSR J1331-5245, with its period and spin-down from the ATNF catalogue and a distance from its radio dispersion. The glow is an early version of the model's unresolved starlight; the generated stars themselves are not yet drawn. Pax Abyssi (in-development screenshot).") *Figure 6.* Sim render: the Pax Abyssi galaxy map in development, zoomed out to 120,000 parsecs. The scattered points are known pulsars and other compact objects at their published distances, while the catalogue's stars are packed close round the Sun, near the green marker; the panel shows one pulsar, PSR J1331-5245, with its period and spin-down from the ATNF catalogue and a distance from its radio dispersion. The glow is an early version of the model's unresolved starlight; the generated stars themselves are not yet drawn. Pax Abyssi (in-development screenshot). Licence: Pax Abyssi, all rights reserved. The measured part will grow on its own. Gaia's fourth data release, built on 66 months of observations against the 34 behind the current one, is due on 2 December 2026 [35]. Its distances will reach further and fainter than any catalogue before it, and every star a deeper list adds is one a model no longer has to invent. Thinning makes the exchange exact: fold a deeper catalogue in, measure its completeness again, and the generated population shrinks by precisely the stars it gained. ## References 1. Nash, D. (2025). The HYG Database. astronexus.com. 2. Perryman, M. A. C. and et al. (1997). The HIPPARCOS Catalogue. Astronomy & Astrophysics 323, L49-L52. 3. Anderson, E. and Francis, C. (2012). XHIP: An extended Hipparcos compilation. Astronomy Letters 38, 331-346. 4. 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ESA Cosmos. ## In the wiki - [Milky Way](https://paxabyssi.com/wiki/Milky_Way.md) - [Star catalogue](https://paxabyssi.com/wiki/Star_catalogue.md) - [Stellar classification](https://paxabyssi.com/wiki/Stellar_classification.md) - [Red dwarf](https://paxabyssi.com/wiki/Red_dwarf.md) - [Sagittarius A\*](https://paxabyssi.com/wiki/Sagittarius_A*.md) - [Neutron star](https://paxabyssi.com/wiki/Neutron_star.md) - [Black hole](https://paxabyssi.com/wiki/Black_hole.md) - [Sol](https://paxabyssi.com/wiki/Sol.md)