Establishing by observation that there is just one black swan falsifies "all swans are white". This is an unexceptional and undeniable point. However, using it as grounds to support a falsificationist philosophy of science is not as straightforward as it might seem.

Chapter 7, The limitations of falsificationism, p. 87. - What Is This Thing Called Science? (Third Edition; 1999)