This article describes an exploratory analysis of a record of major El
Nino events covering the period 1800-1987. This record contains both
the years during which the events occurred and a binary indication of
their magnitude. The record is modeled as a marked point process in wh
ich the times of the events follow a renewal process and the sequence
of binary marks follows a stationary first-order Markov chain.