The neutral-hydrogen column-density distribution counts Lyman-alpha absorption systems per unit column density and redshift. A count in logarithmic column bins is . At low forest columns an approximate power law with near is useful, but the slope and normalization depend on column range and epoch. Lyman limit systems are optically thick at the hydrogen photoionization edge; damped Lyman-alpha systems have strong radiative damping wings. A distribution per absorption distance instead removes the geometrical path factor.
A neutral-hydrogen column density traces total hydrogen column only after specifying its neutral fraction . Integrating the latter against the distribution per absorption distance gives the comoving gas mass density in the displayed expression. The factor includes helium if desired. In photoionization equilibrium for optically thin, almost fully ionized hydrogen, , so gas density, temperature, photoionization rate and absorber size are required. An observed distribution alone does not fix the total baryon inventory.
Let count neutral hydrogen absorbers per column density and absorption distance. The summed column per unit proper light-path length is the mean neutral number density. Since and , that density is . Dividing the proper mass density by gives the comoving density in the displayed formula. The denominator is today's critical density; including neutral helium requires a stated mass correction. For a distribution per redshift, replace by .

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