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THE REGRESSION DESKThe Stochastic Parrot
Regression // 558 // 2026-10-01 // NASA Exoplanet Archive, keyless

Law, or
numerology?

324 confirmed multi-planet systems, each checked against 4,000 random same-span redraws of its own interior planets. Real systems fit a log-distance-vs-rank line better than chance by mean +0.065 R², 95% CI [+0.061, +0.069] — excludes zero. The Solar System's own Mercury–Neptune fit sits at the 96th percentile of its own null. Not proof of the 1766 formula — proof of a real regularity underneath it.

Two-panel chart. Left: forest plot of mean R-squared gap between real planetary spacing and random same-span placement, for exoplanet systems grouped by planet count (3 through 6), the pooled 324-system estimate, and the Solar System shown separately as a diamond -- all intervals sit clearly to the right of a dashed zero line. Right: histogram of 20,000 random 8-planet layouts' R-squared values spanning Mercury to Neptune's real range, with a vertical red line marking the Solar System's own real R-squared of 0.982, landing at the 96th percentile of the random distribution.
Left: every system-size group clears zero, Solar System included. Right: the historically famous fit, placed inside 20,000 random alternatives spanning the same real range.
324 real systems, pooled ΔR²
+0.065
95% CI [+0.061, +0.069], p≈5e-101. Excludes zero.
Solar System (Mercury–Neptune), own null
96th pctl
R²=0.982 vs. 20,000 random 8-planet layouts, same 0.39–30.1 AU span.

Backlog #53. In 1766, Johann Titius (popularized by Johann Bode) proposed that planets fall at distances from the Sun following a simple doubling progression — a "law" that predicted the asteroid belt's location before Ceres was found, then missed Neptune's real distance by 29%, and was never a 1766 law at all so much as a formula fit to the six planets known at the time. The standard debunk: sort any handful of increasing numbers and plot log(value) against rank, and the result tends to look suspiciously like a tidy progression — that's a property of sorted lists, not of planets.

This run does not re-test Titius and Bode's specific 1766 formula (a fixed doubling sequence anchored to Mercury). It tests the weaker, falsifiable claim underneath the folklore: are real multi-planet systems' distances more regularly spaced — more log-linear in rank — than you'd get from scattering the same number of planets at random (log-uniform) distances across the same span? Pulled 324 confirmed systems with 3 or more planets and a measured semi-major axis from the NASA Exoplanet Archive's own composite-parameters table, keyless. For each system, its innermost and outermost planet are held fixed (they define the span by construction) and the interior planets are redrawn log-uniform at random 4,000 times, to build each system's own null distribution of what "no regularity beyond chance" looks like for a layout of that exact size and span.

The Solar System itself, first, as the illustrative case Titius-Bode was literally fit to. Mercury through Neptune, sorted by distance: log(AU) regressed on rank gives R²=0.982, slope 0.284 in log10 — each step out is on average 1.92× farther than the last, not far from the "roughly doubling" folk memory of the original formula. Against 20,000 random 8-planet layouts spanning the same 0.387–30.07 AU range, that real fit lands at the 96th percentile — genuinely more regular than most random arrangements of the same size and span, not merely a trivial consequence of sorting 8 numbers.

Across all 324 real exoplanet systems, the same pattern holds. Mean real R²=0.969 (median 0.983) versus a mean null R²=0.904 (median 0.906) from each system's own random redraws. The paired gap: ΔR²=+0.0648, 95% CI [+0.0607, +0.0687] — excludes zero by a wide margin, t=31.7, p≈4.9e-101. A second, independent check agrees: under a true null, about 5% of systems should land above their own null's 95th percentile by chance alone. 77 of 324 real systems do — 23.8%, 95% CI [19.2%, 28.8%], roughly five times the 5% chance rate, binomial p≈1.9e-30.

Checked by system size, so the effect isn't just "small systems are easy to fit." The gap holds at essentially the same size whether a system has 3 planets (n=206, ΔR²=+0.0636, CI [+0.0589, +0.0683]), 4 (n=79, +0.0699, CI [+0.0597, +0.0788]), 5 (n=27, +0.0611, CI [+0.0465, +0.0744]), or 6 (n=10, +0.0596, CI [+0.0421, +0.0750]) — no sign the regularity is an artifact that fades as more planets give a fit more ways to go wrong. The two densest systems in the pull, TRAPPIST-1 (7 planets, R²=0.994) and KOI-351/Kepler-90 (8 planets, tied with the Solar System for the most confirmed planets around any single star, R²=0.960), both sit well above their own null means.

Read plainly. This is not a resurrection of the 1766 formula — that specific doubling sequence, anchored at Mercury, is not what was fit here, and this run makes no claim about predicting a planet at any particular numbered slot. What it does show is that real planetary systems are measurably, repeatedly more evenly spaced in log-distance than chance alone would produce, holding at every system size this pull can check. That lines up with the real (and much less mystical) literature on "peas in a pod" architecture — multi-planet systems found to have unusually uniform sizes and regular spacing, generally attributed to how closely-packed systems form and which configurations survive dynamically stable over billions of years, not to any law of celestial arithmetic. One honest limitation this run cannot rule out: transit surveys, the source of most of this pull, are mechanically better at detecting multiple transiting planets in flatter, more evenly spaced systems in the first place — so some of this measured regularity may be the detection method's own selection effect, not only the systems' physics.

The math

log₁₀(semi-major axis) ~ planet rank · OLS per system · ΔR² = R²(real) − mean R²(4,000 same-span random redraws of interior planets, endpoints fixed)
Specificationmean ΔR²95% CIVerdict
All 324 systems, pooled (ΔR²)+0.0648[+0.0607, +0.0687]excludes zero, p=4.9e-101
k=3 planets only (n=206 systems)+0.0636[+0.0589, +0.0683]excludes zero
k=4 planets only (n=79 systems)+0.0699[+0.0597, +0.0788]excludes zero
k=5 planets only (n=27 systems)+0.0611[+0.0465, +0.0744]excludes zero
k=6 planets only (n=10 systems)+0.0596[+0.0421, +0.0750]excludes zero

Exceedance check: under a true null, ~5% of systems should land above their own null's 95th percentile by chance. Observed: 77/324 = 23.8%, 95% CI [19.2%, 28.8%], binomial p≈1.9e-30.

Method. Source: NASA Exoplanet Archive's Planetary Systems Composite Parameters table (pscomppars), TAP sync endpoint, keyless. Pulled every row with a non-null, positive semi-major axis (pl_orbsmax) belonging to a hostname with 3 or more such rows after that filter — 324 systems, 322 of them with 3–6 planets (plus TRAPPIST-1 at 7 and KOI-351/Kepler-90 at 8, shown individually, outside the by-size bootstrap groups below n=5). Per system: sort planets by distance, assign rank 1..k, fit OLS of log10(AU) on rank, record R². Null: redraw the k−2 interior planets' log-distances uniformly between the system's own real innermost and outermost values (which are held fixed, since they define the span by construction), 4,000 times per system, refit identically, average the R². ΔR² is the paired difference per system; its 95% CI is a 20,000-resample bootstrap over the 324 systems. The Solar System panel uses the standard NASA Planetary Fact Sheet semi-major axis values and the identical procedure, with 20,000 (not 4,000) null draws since it is a single illustrative system, not part of the pooled statistic.

Limits, stated plainly. This tests orbital distance only, using the Archive's best current composite value per planet — not orbital period, not mass, not eccentricity, and not the specific 1766 Titius-Bode numerical formula (a fixed doubling sequence), which this run does not fit or predict from. Transit surveys, the source of most multi-planet detections in this pull, are mechanically better at finding several transiting planets in flatter, more evenly spaced, more similarly-sized systems in the first place; some of the measured regularity here may be that detection selection effect rather than purely the underlying physics. Systems with 7–8 planets (TRAPPIST-1, KOI-351) are too few to bootstrap a group CI and are reported as individual cases, not pooled into the by-size breakdown.

The data (324 systems, 20 largest shown)

exo_multiplanet_558.csv (full 324-system, 1144-planet-row pull) · fit output (JSON).

SystemplanetsR² realR² null (mean of 4,000)ΔR²
KOI-35180.95990.9217+0.0383
TRAPPIST-170.99430.9172+0.0771
HD 1018060.99270.9088+0.0839
HD 11006760.99350.9076+0.0859
HD 19193960.93380.9090+0.0248
HD 21913460.91330.9096+0.0037
HD 3444560.97410.9069+0.0672
K2-13860.94550.9075+0.0380
Kepler-1160.96240.9079+0.0544
Kepler-2060.99520.9089+0.0863
TOI-113660.98710.9095+0.0776
TOI-17860.98330.9089+0.0743
55 Cnc50.97620.9024+0.0739
GJ 667 C50.94080.9008+0.0399
HD 10823650.97680.9007+0.0761
HD 13460650.91470.9013+0.0134
HD 2347250.98840.9019+0.0865
HD 4030750.98540.9010+0.0844
HIP 4137850.94130.9024+0.0389
Kepler-10250.98730.8987+0.0886
Sources. NASA Exoplanet Archive, Planetary Systems Composite Parameters (pscomppars), TAP sync, keyless · NASA Planetary Fact Sheet (Solar System semi-major axes) · Titius–Bode law, background · Weiss & Marcy et al., 2018, AJ ("peas in a pod" multi-planet regularity, background, not refit here).

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