Skip to main content

Corner Plots

This page shows the posterior distributions as corner plots: one-dimensional marginals on the diagonal and two-dimensional contours below it. The reference figures are those of Protocol 1b (1,590 SNe + 13 BAO); the Pantheon-only Protocol 1 figures are included to show how the BAO data change the shapes.

ProtocolProtocol 1b — Pantheon+SH0ES + DESI DR2 BAO
Data1,590 SNe (z > 0.01) + 13 BAO · N = 1,603
Sampleremcee · 100,000 steps × 96 walkers · burn-in 20,000
Fixedr_d = 147.09 Mpc
Statusv0.1.0 exploratory

Protocol 1b — Pantheon+SH0ES + DESI DR2 BAO​

◎
Ξosc posterior — Protocol 1b
Ξosc
Ξosc posterior — Protocol 1b
Final run · six parameters · titles show rounded medians
◎
ΛCDM posterior — Protocol 1b
ΛCDM
ΛCDM posterior — Protocol 1b
Final run · H₀ and Ωₘ
CPL

The corner plot of CPL for the final run is not part of the exported figure set, so none is shown here. The CPL constraints are in Parameter Constraints.

Reading the Ξosc plot​

PanelWhat to look forReading
H₀, Ωₘ, w₀,mean marginalssingle, near-Gaussian peakswell constrained
Ωₘ – w₀,meantilted, elongated contouranti-correlated: a more negative mean w goes with a smaller Ωₘ
ε marginaldensity rises from ε = 0 and stays high up to the right-hand edgethe posterior is truncated by the prior upper bound (0 < ε < 0.3)
T marginala narrow peak at short T and a broad shoulder growing towards the upper edgemulti-featured, extends to the prior bound (1 < T < 10 Gyr)
φ₀ marginalhigh at both ends, low in the middleφ₀ is periodic, so the two ends are the same region: a mode near ±π
T – φ₀diagonal bandsT and φ₀ are degenerate (the same oscillation phase today can come from several (T, φ₀) pairs)

The titles above each column quote the median and a symmetric ± at two decimals; for ε, T and φ₀ they hide the shape of the distributions, which is why the median is a poor summary for these three parameters.


Protocol 1 — Pantheon+SH0ES only (comparison)​

◎
Ξosc posterior — Protocol 1
Ξosc
Ξosc posterior — Protocol 1
Supernovae only · run settings not recorded in the fact pack
◎
CPL posterior — Protocol 1
CPL
CPL posterior — Protocol 1
Supernovae only · run settings not recorded in the fact pack
◎
ΛCDM posterior — Protocol 1
ΛCDM
ΛCDM posterior — Protocol 1
Supernovae only · run settings not recorded in the fact pack
Figures only

Protocol 1 used the supernovae alone (no BAO). The exported pack contains its three corner plots but no numerical summary and no record of its chain length, so no Protocol 1 number is quoted anywhere on this site and the figures are not a like-for-like comparison with the final run.