Bedford and Smillie [A symbolic characterization of the horseshoe locus in the Hénon family. Ergod. Th. & Dynam. Sys.37(5) (2017), 1389–1412] classified the dynamics of the Hénon map
$f_{a, b} : (x, y)\mapsto (x^2-a-by, x)$
defined on
$\mathbb {R}^2$
in terms of a symbolic dynamics when
$(a, b)$
is close to the boundary of the horseshoe locus. The purpose of the current article is to generalize their results for all
$b\ne 0$
(including the case
$b < 0$
as well). The method of the proof is first to regard
$f_{a, b}$
as a complex dynamical system in
$\mathbb {C}^2$
and second to introduce the new Markov-like partition in
$\mathbb {R}^2$
constructed by us [On parameter loci of the Hénon family. Comm. Math. Phys.361(2) (2018), 343–414].