  We present the conditional HI (neutral hydrogen) Mass Function (HIMF)
conditioned on observed optical properties, $M_{\text{r}}$ ($r$-band absolute
magnitude) and $C_{\text{ur}}$ ($u-r$ color), for a sample of 7709 galaxies
from ALFALFA (40% data release - $\alpha.40$) which overlaps with a common
volume in SDSS DR7. Based on the conditional HIMF we find that the luminous
red, luminous blue and faint blue populations dominate the total HIMF at the
high-mass end, knee and the low-mass end respectively. We use the conditional
HIMF to derive the underlying distribution function of $\Omega_{\text{HI}}$ (HI
density parameter), $p(\Omega_{\text{HI}})$, in the color-magnitude plane of
galaxies. The distribution, $p(\Omega_{\text{HI}})$, peaks in the blue cloud at
$M_{\text{r}}^{\text{max}}=$ $-19.25, C_{\text{ur}}^{\text{max}}=1.44$ but is
skewed. It has a long tail towards faint blue galaxies and luminous red
galaxies. We argue that $p(\Omega_{\text{HI}})$ can be used to reveal the
underlying relation between cold gas, stellar mass and the star formation rate
(SFR) in an unbiased way; that is the derived relation does not suffer from
survey or sample selection.
