I have heard similar stories before. Most types of amoeba live in fresh water, but some in sea water too. Amoeba can survive in swimming pools for a few days. Just don't get water in your nose.
You just scared me to point that I will never enter some random pond or lake anymore. Thanks. I just hope that this creatures are not here in EU.