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Conductor Grouping Analysis

How grouping by conductor reveals murmuration patterns

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Individual groups

Why Group by Conductor?

The conductor N summarizes "bad" primes for a curve. Grouping by N normalizes curves so their aₚ values become comparable, revealing statistical patterns.

The Discovery Key

Pozdnyakov's crucial insight was to NOT normalize aₚ values by √p, which experts traditionally did. This preserved the oscillations that became visible as murmurations.

LMFDB Data

The original discovery used data from the LMFDB (L-functions and Modular Forms Database), which conveniently pre-sorts curves by conductor.