| I'm almost certain it's a Spring Peeper. Check this photo and link from the University of Rhode Island. It describes the chirping we hear around our pool and the other characteristics of the one I found. 
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Here is a link that might be useful: Spring Peeper at URI
Here is a link that might be useful: Gray