This paper presents a method for large corpus analysis to semantically classify an entire clause. In particular, we use cooccurrence statistics among {\it similar clauses} to determine the aspectual class of an input clause. The process examines linguistic features of clauses that are relevant to aspectual classification. A genetic algorithm determines what combinations of linguistic features to use for this task.