The Central Park Lagoon (or pond) is a key feature of the park, intended as a quiet, welcoming place for those entering from the southeast corner. Holden returns to the problem of the ducks throughout the book.
Here's the lagoon in the summer (looking north). No ducks in sight, however.
And looking south... still no ducks.