Ly$\alpha$ profile, dust, and prediction of Ly$\alpha$ escape fraction
  in Green Pea Galaxies
  We studied Lyman-$\alpha$ (Ly$\alpha$) escape in a statistical sample of 43
Green Peas with HST/COS Ly$\alpha$ spectra. Green Peas are nearby star-forming
galaxies with strong [OIII]$\lambda$5007 emission lines. Our sample is four
times larger than the previous sample and covers a much more complete range of
Green Pea properties. We found that about 2/3 of Green Peas are strong
Ly$\alpha$ line emitters with rest-frame Ly$\alpha$ equivalent width $>20$ \AA.
The Ly$\alpha$ profiles of Green Peas are diverse. The Ly$\alpha$ escape
fraction, defined as the ratio of observed Ly$\alpha$ flux to intrinsic
Ly$\alpha$ flux, shows anti-correlations with a few Ly$\alpha$ kinematic
features -- both the blue peak and red peak velocities, the peak separations,
and FWHM of the red portion of the Ly$\alpha$ profile. Using properties
measured from SDSS optical spectra, we found many correlations -- Ly$\alpha$
escape fraction generally increases at lower dust reddening, lower metallicity,
lower stellar mass, and higher [OIII]/[OII] ratio. We fit their Ly$\alpha$
profiles with the HI shell radiative transfer model and found Ly$\alpha$ escape
fraction anti-correlates with the best-fit $N_{HI}$. Finally, we fit an
empirical linear relation to predict Ly$\alpha$ escape fraction from the dust
extinction and Ly$\alpha$ red peak velocity. The standard deviation of this
relation is about 0.3 dex. This relation can be used to isolate the effect of
IGM scatterings from Ly$\alpha$ escape and to probe the IGM optical depth along
the line of sight of each $z>7$ Ly$\alpha$ emission line galaxy in the JWST
era.
