statistics

binning

Redshift binning is used as a method for reconstructing the equation of state.
12 related articles

Description

Binning is the process of grouping continuous data into discrete intervals, or 'bins', to simplify analysis or reveal underlying patterns. In cosmology, redshift binning specifically involves dividing a sample of astronomical objects (like galaxies or supernovae) by their measured redshift—a proxy for distance and cosmic time—into separate groups. This allows researchers to study how properties like the equation of state of dark energy evolve over cosmic history, rather than treating all data as a single average.

History

Binning as a statistical technique has roots in the 19th century with the development of histograms, but its systematic use in cosmology for equation-of-state reconstruction became prominent in the early 2000s with large supernova surveys.

How it works

Given a set of measurements (e.g., redshifts), you define bin edges (e.g., z=0.0–0.2, 0.2–0.4, etc.) and assign each data point to its corresponding bin. Within each bin, you can compute average quantities, fit models, or compare predictions. The choice of bin width is a trade-off: narrower bins give finer resolution but fewer data points per bin, increasing statistical noise; wider bins smooth over variations but may hide real changes.

In practice

Used in cosmology to reconstruct the dark energy equation of state from Type Ia supernova data, and in particle physics to analyze event distributions (e.g., invariant mass histograms).

Fun fact

The choice of bin edges can sometimes artificially create or hide peaks in data—a phenomenon known as 'binning bias'—which is why researchers often test multiple binning schemes.

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Related articles · 12

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Why Black Holes Dance Differently
Pairs of black holes dance in three different styles before merging. The first is a neat waltz: the objects swirl in the same direction, like partners facing the same way. Such pairs are born from binary stars and often have unequal masses. The second is chaotic disco: spins are scattered, masses nearly equal.
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An electron microscope scans a sample and records how electrons scatter off atoms at each point. The result is a giant stack of images — one for every point. These images encode information about how atoms are arranged: in neat rows or with a tilt, the orientation of the crystal lattice, and whether there are internal strains.
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Radio Sky Will Tell Us About Dark Energy
The Universe is expanding, and galaxies are flying apart like raisins in rising dough. But since the late 1990s, we've known that this expansion is accelerating. What force is pushing galaxies apart faster and faster is one of physics' greatest mysteries. It's called dark energy, and it makes up about 70% of everything in the cosmos.
Cosmology2026-01-151 minarXiv:2601.10314express
How Galaxies Give Themselves Away
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Tilted Hits from Invisible Pairs
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