  In this paper, we study events without identifiable muon tracks in the Iron
Calorimeter detector at the India-based Neutrino Observatory. Such events are
dominated by high energy (E$_\nu>$1 GeV) $\nu_e$ charged current interactions,
which have been studied only in a few experiments so far. The charged
particles, produced in these neutrino interactions, give rise to a set of hits
in the detector. We attempt to reconstruct the energy and the direction of the
neutrino in such events. We study the energy distribution for a given pattern
of hits of these events and find that the Landau distribution provides a good
fit. % The parameters of the fit can be correlated to the energy of the
neutrino. We define two kinematic variables based on the hit distribution and
use them to determine the cosine of the polar angle of the neutrino direction
($\cos \theta$). There is a moderate correlation between these variables and
the $\cos \theta$. These provide us enough information to prepare calibration
charts for looking up the energy and direction of the incident neutrino.
